{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import math \n",
"import matplotlib.pyplot as plt\n",
"from pandas import ExcelWriter\n",
"from pandas import ExcelFile"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"C:\\Users\\koles\\Downloads\n"
]
}
],
"source": [
"import os\n",
"currentDir = os.getcwd()\n",
"print(currentDir)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CPSC_Case_Number</th>\n",
" <th>Treatment_Date</th>\n",
" <th>Age</th>\n",
" <th>Sex</th>\n",
" <th>Race</th>\n",
" <th>Other_Race</th>\n",
" <th>Hispanic Origin</th>\n",
" <th>Body_Part</th>\n",
" <th>Diagnosis</th>\n",
" <th>Other_Diagnosis</th>\n",
" <th>...</th>\n",
" <th>Fire_Involvement</th>\n",
" <th>Product_1</th>\n",
" <th>Product_2</th>\n",
" <th>Product_3</th>\n",
" <th>Alcohol involved</th>\n",
" <th>Drug involved</th>\n",
" <th>Narrative_1</th>\n",
" <th>Stratum</th>\n",
" <th>PSU</th>\n",
" <th>Weight</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>190103267</td>\n",
" <td>2019-01-01</td>\n",
" <td>81</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>79</td>\n",
" <td>57</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1141</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>81YOM TRIPEPD OVER A BOX AND FELL ONTO RIGHT H...</td>\n",
" <td>M</td>\n",
" <td>63</td>\n",
" <td>81.1520</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>190103268</td>\n",
" <td>2019-01-01</td>\n",
" <td>38</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>36</td>\n",
" <td>57</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1842</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>38YOF FELL DOWN A FLIGHT OF STAIRS AND SUSTAIN...</td>\n",
" <td>M</td>\n",
" <td>63</td>\n",
" <td>81.1520</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>190103269</td>\n",
" <td>2019-01-01</td>\n",
" <td>94</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>75</td>\n",
" <td>62</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1807</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>94YOM FELL TO THE FLOOR AT THE NURSING HOME ON...</td>\n",
" <td>M</td>\n",
" <td>63</td>\n",
" <td>81.1520</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>190103270</td>\n",
" <td>2019-01-01</td>\n",
" <td>86</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>75</td>\n",
" <td>62</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>611</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>86YOM FELL IN THE SHOWER AT HOME AND SUSTAINED...</td>\n",
" <td>M</td>\n",
" <td>63</td>\n",
" <td>81.1520</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>190103273</td>\n",
" <td>2019-01-01</td>\n",
" <td>87</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>32</td>\n",
" <td>53</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>679</td>\n",
" <td>1807</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>87YOF WAS GETTING UP FROM THE COUCH AND FELL T...</td>\n",
" <td>M</td>\n",
" <td>63</td>\n",
" <td>81.1520</td>\n",
" </tr>\n",
" <tr>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>358710</td>\n",
" <td>200314195</td>\n",
" <td>2019-12-31</td>\n",
" <td>44</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>81</td>\n",
" <td>64</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1842</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>44YOM P/W AFTER WALKING OUT OF HIS HOUSE TODAY...</td>\n",
" <td>V</td>\n",
" <td>57</td>\n",
" <td>17.3778</td>\n",
" </tr>\n",
" <tr>\n",
" <td>358711</td>\n",
" <td>200314202</td>\n",
" <td>2019-12-31</td>\n",
" <td>37</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
" <td>31</td>\n",
" <td>71</td>\n",
" <td>PAIN</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>557</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>37YOM P/W PAIN UNDER LT SIDE OF CHEST. AFTER M...</td>\n",
" <td>V</td>\n",
" <td>57</td>\n",
" <td>17.3778</td>\n",
" </tr>\n",
" <tr>\n",
" <td>358712</td>\n",
" <td>200314203</td>\n",
" <td>2019-12-31</td>\n",
" <td>221</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
" <td>75</td>\n",
" <td>58</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1807</td>\n",
" <td>1864</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>21 MOM AFTER STANDING ON THE COUNTER AND FALLI...</td>\n",
" <td>V</td>\n",
" <td>57</td>\n",
" <td>17.3778</td>\n",
" </tr>\n",
" <tr>\n",
" <td>358713</td>\n",
" <td>200314209</td>\n",
" <td>2019-12-31</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>76</td>\n",
" <td>56</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1616</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4YOF PRESENTS AFTER PUTTING A DOLL BRACELET UP...</td>\n",
" <td>V</td>\n",
" <td>57</td>\n",
" <td>17.3778</td>\n",
" </tr>\n",
" <tr>\n",
" <td>358714</td>\n",
" <td>200314210</td>\n",
" <td>2019-12-31</td>\n",
" <td>206</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
" <td>76</td>\n",
" <td>53</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>611</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6MOM P/W SMALL LAC TO RT EYELID ADTER FATHER F...</td>\n",
" <td>V</td>\n",
" <td>57</td>\n",
" <td>17.3778</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>358715 rows × 25 columns</p>\n",
"</div>"
],
"text/plain": [
" CPSC_Case_Number Treatment_Date Age Sex Race Other_Race \\\n",
"0 190103267 2019-01-01 81 1 0 NaN \n",
"1 190103268 2019-01-01 38 2 0 NaN \n",
"2 190103269 2019-01-01 94 1 0 NaN \n",
"3 190103270 2019-01-01 86 1 0 NaN \n",
"4 190103273 2019-01-01 87 2 0 NaN \n",
"... ... ... ... ... ... ... \n",
"358710 200314195 2019-12-31 44 1 0 NaN \n",
"358711 200314202 2019-12-31 37 1 2 NaN \n",
"358712 200314203 2019-12-31 221 1 1 NaN \n",
"358713 200314209 2019-12-31 4 2 0 NaN \n",
"358714 200314210 2019-12-31 206 1 1 NaN \n",
"\n",
" Hispanic Origin Body_Part Diagnosis Other_Diagnosis ... \\\n",
"0 0 79 57 NaN ... \n",
"1 0 36 57 NaN ... \n",
"2 0 75 62 NaN ... \n",
"3 0 75 62 NaN ... \n",
"4 0 32 53 NaN ... \n",
"... ... ... ... ... ... \n",
"358710 1 81 64 NaN ... \n",
"358711 2 31 71 PAIN ... \n",
"358712 2 75 58 NaN ... \n",
"358713 0 76 56 NaN ... \n",
"358714 2 76 53 NaN ... \n",
"\n",
" Fire_Involvement Product_1 Product_2 Product_3 Alcohol involved \\\n",
"0 0 1141 0 0 0 \n",
"1 0 1842 0 0 0 \n",
"2 0 1807 0 0 0 \n",
"3 0 611 0 0 0 \n",
"4 0 679 1807 0 0 \n",
"... ... ... ... ... ... \n",
"358710 0 1842 0 0 0 \n",
"358711 0 557 0 0 0 \n",
"358712 0 1807 1864 0 0 \n",
"358713 0 1616 0 0 0 \n",
"358714 0 611 0 0 0 \n",
"\n",
" Drug involved Narrative_1 \\\n",
"0 0 81YOM TRIPEPD OVER A BOX AND FELL ONTO RIGHT H... \n",
"1 0 38YOF FELL DOWN A FLIGHT OF STAIRS AND SUSTAIN... \n",
"2 0 94YOM FELL TO THE FLOOR AT THE NURSING HOME ON... \n",
"3 0 86YOM FELL IN THE SHOWER AT HOME AND SUSTAINED... \n",
"4 0 87YOF WAS GETTING UP FROM THE COUCH AND FELL T... \n",
"... ... ... \n",
"358710 0 44YOM P/W AFTER WALKING OUT OF HIS HOUSE TODAY... \n",
"358711 0 37YOM P/W PAIN UNDER LT SIDE OF CHEST. AFTER M... \n",
"358712 0 21 MOM AFTER STANDING ON THE COUNTER AND FALLI... \n",
"358713 0 4YOF PRESENTS AFTER PUTTING A DOLL BRACELET UP... \n",
"358714 0 6MOM P/W SMALL LAC TO RT EYELID ADTER FATHER F... \n",
"\n",
" Stratum PSU Weight \n",
"0 M 63 81.1520 \n",
"1 M 63 81.1520 \n",
"2 M 63 81.1520 \n",
"3 M 63 81.1520 \n",
"4 M 63 81.1520 \n",
"... ... ... ... \n",
"358710 V 57 17.3778 \n",
"358711 V 57 17.3778 \n",
"358712 V 57 17.3778 \n",
"358713 V 57 17.3778 \n",
"358714 V 57 17.3778 \n",
"\n",
"[358715 rows x 25 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Read data from file excel file \"PredictionData.xls\" \n",
"TraumaData = pd.read_excel(\"neiss2019.xlsx\") \n",
"\n",
"#Remove empty cells\n",
"#TraumaData.dropna(how=\"all\", inplace=True)\n",
"\n",
"# Preview the data \n",
"TraumaData"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"CPSC_Case_Number int64\n",
"Treatment_Date datetime64[ns]\n",
"Age int64\n",
"Sex int64\n",
"Race int64\n",
"Other_Race object\n",
"Hispanic Origin int64\n",
"Body_Part int64\n",
"Diagnosis int64\n",
"Other_Diagnosis object\n",
"Body_Part_2 float64\n",
"Diagnosis_2 float64\n",
"Other_Diagnosis_2 object\n",
"Disposition int64\n",
"Location int64\n",
"Fire_Involvement int64\n",
"Product_1 int64\n",
"Product_2 int64\n",
"Product_3 int64\n",
"Alcohol involved int64\n",
"Drug involved int64\n",
"Narrative_1 object\n",
"Stratum object\n",
"PSU int64\n",
"Weight float64\n",
"dtype: object"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Review data types\n",
"TraumaData.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Create array to assign location\n",
"Location=[['Unknown',0], ['Home',1], ['Farm',2], ['Apart', 3],['Street',4],['Public',5],['Mobile',6],['Industrial',7],\n",
" ['School', 8],['Sports',9]]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive location, use for-loop to assign new location\n",
"LocNew=[]\n",
"\n",
"for code in TraumaData['Location']:\n",
" for (location,loccode) in Location:\n",
" if code=='':\n",
" location='missed'\n",
" LocNew.append(location)\n",
" elif code == loccode:\n",
" LocNew.append(location)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"Diag=[['INGESTION',41], ['ASPIRATION',42], ['BURN ELECTRICAL',46], ['BURN NOT SPEC', 47],['BURN SCALD',48],['BURN CHEMICAL',49],['AMPUTATION',50],['BURNS THERMAL',51],\n",
" ['CONCUSSION', 52],['CONTUSIONS ABR',53], ['CRUSHING', 54],['DISLOCATION',55],['FOREIGN BODY',56],['FRACTURE',57],['HEMATOMA',58],['LACERATION',59],\n",
" ['DENTAL INJURY',60],['NERVE DAMAGE',61],['INTERNAL INJURY',62],['PUNCTURE',63],['STRAIN/SPRAIN',64],['ANOXIA',65],['HEMORRHAGE',66],['ELECTRIC SHOCK',67],\n",
" ['POISONING',68],['SUBMERSION',69],['OTHER',70],['OTHER',71],['AVULSION',72],['RADIATION',73],['DERMA/CONJUNCT',74]]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive Diagnosis, use for-loop to assign new Diagnosis\n",
"DiagNew1=[]\n",
"\n",
"for code in TraumaData['Diagnosis']:\n",
" for (diag,diagcode) in Diag:\n",
" if code=='':\n",
" diag='missed'\n",
" DiagNew1.append(diag)\n",
" elif code == diagcode:\n",
" DiagNew1.append(diag)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive Diagnosis_2, use for-loop to assign new Secondary Diagnosis\n",
"DiagNew2=[]\n",
"\n",
"for code in TraumaData['Diagnosis_2']:\n",
" for (diag,diagcode) in Diag:\n",
" if math.isnan(code):\n",
" diag='none'\n",
" DiagNew2.append(diag)\n",
" elif code=='':\n",
" diag='missed'\n",
" DiagNew1.append(diag)\n",
" elif code == diagcode:\n",
" DiagNew2.append(diag)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"Disposition=[['NO INJURY',0], ['TREATED/EXAMINED AND RELEASED',1], ['TREATED AND TRANSFERRED',2], ['Apart', 3],['TREATED AND ADMITTED/HOSPITALIZED',4],['HELD FOR OBSERVATION',5],['LEFT WITHOUT BEING SEEN',6],['FATALITY INCL DOA/DIED IN ER',8],\n",
" ['UNKNOWN',9]]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive Disposition, use for-loop to assign new Disposition\n",
"DispNew=[]\n",
"\n",
"for code in TraumaData['Disposition']:\n",
" for (disposition,dispcode) in Disposition:\n",
" if dispcode=='':\n",
" disposition='missed'\n",
" DispNew.append(disposition)\n",
" elif code == dispcode:\n",
" DispNew.append(disposition)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"BodyPart=[['INTERNAL',0], ['SHOULDER',30], ['UPPER TRUNK',31], ['ELBOW', 32],['LOWER ARM',33],['WRIST',34],['KNEE',35],['LOWER LEG',36],\n",
" ['ANKLE', 37],['PUBIC REGION',38], ['HEAD', 75],['FACE',76],['EYEBALL',77],['UPPER TRUNK',78],['LOWER TRUNK',79],['UPPER ARM',80],\n",
" ['UPPER LEG',81],['HAND',82],['FOOT',83],['25-50% OF BODY',84],['ALL PARTS BODY',85],['OTHER',86],['NOT STATED/UNK',87],['MOUTH',88],\n",
" ['NECK',89],['LOWER ARM',90],['LOWER LEG',91],['FINGER',92],['TOE',93],['EAR',94]]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive Body Part, use for-loop to assign new bodyPart\n",
"BPNew=[]\n",
"\n",
"for code in TraumaData['Body_Part']:\n",
" for (bodyPart,bpcode) in BodyPart:\n",
" if bpcode=='':\n",
" bodyPart ='missed'\n",
" BPNew.append(bodyPart)\n",
" elif code == bpcode:\n",
" BPNew.append(bodyPart)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"AlcDrug=[['No/Unk',0], ['Positive',1]]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive EtOH use, use for-loop to assign new EtOH use\n",
"EtOHNew=[]\n",
"\n",
"for code in TraumaData['Alcohol involved']:\n",
" for (ETStatus,ETcode) in AlcDrug:\n",
" if ETcode=='':\n",
" ETStatus ='missed'\n",
" EtOHNew.append(ETStatus)\n",
" elif code == ETcode:\n",
" EtOHNew.append(ETStatus)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive EtOH use, use for-loop to assign new EtOH use\n",
"DrugNew=[]\n",
"\n",
"for code in TraumaData['Drug involved']:\n",
" for (drugStatus,drugCode) in AlcDrug:\n",
" if drugCode=='':\n",
" drugStatus ='missed'\n",
" DrugNew.append(drugStatus)\n",
" elif code == drugCode:\n",
" DrugNew.append(drugStatus)\n",
" break\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"Gender=[['Unk',0], ['Male',1],['Female',2]]\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive Gender use, use for-loop to assign new EtOH use\n",
"genderNew=[]\n",
"\n",
"for code in TraumaData['Sex']:\n",
" for (sexStatus,sexCode) in Gender:\n",
" if sexCode=='':\n",
" drugStatus ='missed'\n",
" genderNew.append(sexStatus)\n",
" elif code == sexCode:\n",
" genderNew.append(sexStatus)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"Race=[['Not Specified',0],['WHITE',1],['BLACK/AFRICAN AMERICAN',2],['OTHER',3],['ASIAN', 4],\n",
" ['AMERICAN INDIAN/ALASKA NATIVE',5],['NATIVE HAWAIIAN/PACIFIC ISLANDER',6]]\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive Race, use for-loop to assign new Race\n",
"raceNew=[]\n",
"\n",
"for code in TraumaData['Race']:\n",
" for (raceStatus,raceCode) in Race:\n",
" if raceCode=='':\n",
" raceStatus ='missed'\n",
" raceNew.append(raceStatus)\n",
" elif code == raceCode:\n",
" raceNew.append(raceStatus)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"productDic=[[0 , \"none\"],\n",
"[101 , \"WASHING MACHINES WITHOUT WRINGERS OR OTHER DRYERS\"],\n",
"[102 , \"WRINGER WASHING MACHINES\"],\n",
"[103 , \"WASHING MACHINES WITH UNHEATED SPIN DRYERS\"],\n",
"[106 , \"ELECTRIC CLOTHES DRYERS WITHOUT WASHERS\"],\n",
"[107 , \"GAS CLOTHES DRYERS WITHOUT WASHERS\"],\n",
"[108 , \"MANGLE IRONS\"],\n",
"[110 , \"ELECTRIC HEATING PADS\"],\n",
"[112 , \"SEWING MACHINES OR ACCESSORIES\"],\n",
"[113 , \"FLOOR BUFFERS OR WAXERS\"],\n",
"[114 , \"RUG SHAMPOOERS\"],\n",
"[115 , \"VACUUM CLEANERS\"],\n",
"[116 , \"ELECTRIC BROOMS\"],\n",
"[118 , \"GAS WATER HEATERS\"],\n",
"[119 , \"ELECTRIC WATER HEATERS\"],\n",
"[125 , \"WATER SOFTENERS OR CONDITIONERS (APPLIANCES)\"],\n",
"[126 , \"WASHING MACHINES NOT SPECIFIED\"],\n",
"[127 , \"CLOTHES DRYERS NOT SPECIFIED\"],\n",
"[131 , \"PROPANE LP OR BUTANE GAS TANKS OR FITTINGS\"],\n",
"[132 , \"ELECTRIC BLANKETS OR SHEETS\"],\n",
"[133 , \"OTHER WATER HEATERS\"],\n",
"[134 , \"WATER HEATERS NOT SPECIFIED\"],\n",
"[135 , \"WASHER,DRYER COMBINATIONS (WITHIN ONE FRAME)\"],\n",
"[136 , \"DRINKING FOUNTAINS\"],\n",
"[137 , \"AUTOMATIC DOORS OR DOOR OPENERS\"],\n",
"[138 , \"AUTOMATIC GARAGE DOORS OR DOOR OPENERS\"],\n",
"[139 , \"INCINERATORS\"],\n",
"[140 , \"WASHING MACHINES OTHER OR NOT SPECIFIED\"],\n",
"[202 , \"ELECTRIC COUNTER,MOUNTED COOKING SURFACES\"],\n",
"[204 , \"GAS COUNTER,MOUNTED COOKING SURFACES\"],\n",
"[212 , \"ELECTRIC CORN POPPERS\"],\n",
"[213 , \"ELECTRIC CAN OPENERS\"],\n",
"[214 , \"DISHWASHERS\"],\n",
"[215 , \"ELECTRIC BLENDERS\"],\n",
"[216 , \"ELECTRIC COUNTER,TOP OVENS BROILERS OR TOASTER OVENS\"],\n",
"[217 , \"ELECTRIC COFFEE MAKERS OR TEAPOTS\"],\n",
"[218 , \"ELECTRIC OR BATTERY,POWERED KNIVES\"],\n",
"[219 , \"ELECTRIC DEEP FRYERS\"],\n",
"[221 , \"FOOD WARMERS\"],\n",
"[222 , \"ELECTRIC FRYING PANS AND SKILLETS\"],\n",
"[223 , \"ELECTRIC GRIDDLES\"],\n",
"[224 , \"HOT PLATES\"],\n",
"[227 , \"ICE MAKERS (SEPARATE FROM REFRIGERATORS)\"],\n",
"[231 , \"ELECTRIC MIXERS\"],\n",
"[232 , \"ELECTRIC SCISSORS\"],\n",
"[234 , \"TOASTERS\"],\n",
"[235 , \"ELECTRIC WAFFLE IRONS\"],\n",
"[236 , \"FAUCET WATER HEATERS\"],\n",
"[237 , \"GARBAGE DISPOSERS\"],\n",
"[238 , \"DRY HEAT IRONS\"],\n",
"[239 , \"STEAM IRONS\"],\n",
"[240 , \"ELECTRIC KNIFE SHARPENERS\"],\n",
"[241 , \"ROTISSERIES\"],\n",
"[242 , \"ELECTRIC IMMERSION WATER HEATERS\"],\n",
"[247 , \"IRONS NOT SPECIFIED\"],\n",
"[250 , \"RANGE OR OVEN ACCESSORIES\"],\n",
"[252 , \"TRASH COMPACTORS\"],\n",
"[255 , \"CLOTHES STEAMERS\"],\n",
"[257 , \"COUNTER,MOUNTED COOKING SURFACES NOT SPECIFIED\"],\n",
"[259 , \"ELECTRIC RANGES (WITH OVENS)\"],\n",
"[260 , \"GAS RANGES (WITH OVENS)\"],\n",
"[261 , \"ELECTRIC OVENS\"],\n",
"[262 , \"GAS OVENS\"],\n",
"[263 , \"FREEZERS (SEPARATE FROM REFRIGERATORS)\"],\n",
"[264 , \"MICROWAVE OVENS\"],\n",
"[265 , \"OTHER OVENS\"],\n",
"[266 , \"OVENS NOT SPECIFIED\"],\n",
"[267 , \"OTHER RANGES (WITH OVENS)\"],\n",
"[268 , \"SLOW COOKERS\"],\n",
"[269 , \"ELECTRIC KETTLES OR HOT POTS\"],\n",
"[270 , \"ICE CRUSHERS\"],\n",
"[271 , \"JUICERS\"],\n",
"[273 , \"RANGES NOT SPECIFIED\"],\n",
"[274 , \"ICE CREAM MAKERS\"],\n",
"[275 , \"FOOD PROCESSORS\"],\n",
"[276 , \"REFRIGERATORS\"],\n",
"[277 , \"CLOTHING IRONS\"],\n",
"[278 , \"ELECTRIC RANGES OR OVENS (EXCL COUNTER,TOP OVENS)\"],\n",
"[279 , \"GAS RANGES OR OVENS\"],\n",
"[280 , \"OTHER RANGES OR OVENS\"],\n",
"[281 , \"RANGES OR OVENS NOT SPECIFIED\"],\n",
"[304 , \"HUMIDIFIERS\"],\n",
"[305 , \"VAPORIZERS\"],\n",
"[306 , \"DEHUMIDIFIERS\"],\n",
"[307 , \"AIR PURIFIERS\"],\n",
"[308 , \"BOILERS\"],\n",
"[309 , \"COAL FURNACES\"],\n",
"[310 , \"GAS FURNACES\"],\n",
"[311 , \"OIL FURNACES\"],\n",
"[312 , \"ELECTRIC BASEBOARD HEATERS\"],\n",
"[316 , \"WOOD BURNING FIREPLACES FACTORY BUILT\"],\n",
"[318 , \"ELECTRIC FURNACES\"],\n",
"[322 , \"FURNACES OTHER OR NOT SPECIFIED\"],\n",
"[334 , \"GAS,BURNING FIREPLACES FACTORY BUILT\"],\n",
"[336 , \"BUILT,IN FIREPLACES\"],\n",
"[340 , \"THERMOSTATS (FOR HEATING OR COOLING SYSTEMS)\"],\n",
"[342 , \"FIREPLACES NOT SPECIFIED\"],\n",
"[346 , \"ELECTRIC FIREPLACES FACTORY BUILT\"],\n",
"[348 , \"PORTABLE ELECTRIC HEATERS\"],\n",
"[365 , \"HEAT PUMPS\"],\n",
"[366 , \"CATALYTIC HEATERS\"],\n",
"[367 , \"COAL OR WOOD,BURNING STOVES\"],\n",
"[368 , \"GASOLINE HEATERS (NONCATALYTIC)\"],\n",
"[369 , \"OTHER HEATERS OR HEATING SYSTEMS\"],\n",
"[370 , \"HEATERS OR HEATING SYSTEMS NOT SPECIFIED\"],\n",
"[371 , \"DUCTWORK FOR HEATING OR COOLING SYSTEMS\"],\n",
"[372 , \"BRICK STONE OR MASONRY CHIMNEYS\"],\n",
"[373 , \"METAL CHIMNEYS STOVEPIPES OR FLUES\"],\n",
"[374 , \"PIPES (EXCLUDING SMOKING PIPES)\"],\n",
"[378 , \"CHIMNEYS NOT SPECIFIED\"],\n",
"[379 , \"RADIATORS (EXCLUDING VEHICLE RADIATORS)\"],\n",
"[380 , \"FANS\"],\n",
"[381 , \"AIR CONDITIONERS\"],\n",
"[384 , \"FLOOR FURNACES (BUILT INTO FLOOR)\"],\n",
"[386 , \"GAS OR LP FLOOR OR WALL HEATERS\"],\n",
"[388 , \"ELECTRIC HEATERS NOT ELSEWHERE CLASSIFIED\"],\n",
"[389 , \"GAS OR LP HEATERS NOT ELSEWHERE CLASSIFIED\"],\n",
"[390 , \"HEAT TAPES ELECTRIC\"],\n",
"[391 , \"PORTABLE GAS OR LP HEATERS\"],\n",
"[392 , \"GAS OR LP HEATERS OTHER OR NOT SPECIFIED\"],\n",
"[393 , \"HEATERS OR HEATING SYSTEMS OTHER OR NOT SPECIFIED\"],\n",
"[394 , \"OUTDOOR PATIO HEATERS OR FIREPITS (MANUFACTURED)\"],\n",
"[399 , \"KEROSENE OR OIL HEATERS\"],\n",
"[401 , \"NONELECTRIC CAN OPENERS\"],\n",
"[405 , \"UNPOWERED COFFEE MAKERS OR TEAPOTS\"],\n",
"[408 , \"IRONING BOARDS OR COVERS\"],\n",
"[412 , \"PRESSURE COOKERS OR CANNERS\"],\n",
"[413 , \"WASTE CONTAINERS TRASH BASKETS OR REFUSE BINS\"],\n",
"[416 , \"CORKSCREWS\"],\n",
"[417 , \"FLATWARE (EXCL. KNIVES)\"],\n",
"[419 , \"TIE RACKS BELT RACKS OR OTHER CLOTHES HANGERS\"],\n",
"[420 , \"MANUAL SCISSORS\"],\n",
"[421 , \"NONELECTRIC KNIFE SHARPENERS\"],\n",
"[422 , \"BOTTLE OPENERS\"],\n",
"[424 , \"GLASS DRINKING GLASSES\"],\n",
"[427 , \"ICE PICKS\"],\n",
"[428 , \"KITCHEN GADGETS NOT ELSEWHERE CLASSIFIED\"],\n",
"[429 , \"FOOD SKEWERS\"],\n",
"[431 , \"TOOTHPICKS OR HORS DOEUVRES PICKS\"],\n",
"[432 , \"TRAYS (EXCL. FOOD WARMERS)\"],\n",
"[434 , \"DOORSTOPS\"],\n",
"[435 , \"KITCHEN MIXING BOWLS CANISTERS OR SIMILAR CONTAINERS\"],\n",
"[436 , \"POTHOLDERS OVEN MITTS OR HOT PADS\"],\n",
"[438 , \"LAUNDRY BASKETS\"],\n",
"[443 , \"DRINKING STRAWS\"],\n",
"[444 , \"KNIFE SHARPENERS NOT SPECIFIED\"],\n",
"[450 , \"SCISSORS NOT SPECIFIED\"],\n",
"[452 , \"COFFEE MAKERS OR TEAPOTS NOT SPECIFIED\"],\n",
"[453 , \"CAN OPENERS NOT SPECIFIED\"],\n",
"[454 , \"NONGLASS DRINKING GLASSES\"],\n",
"[459 , \"MANUAL CLEANING EQUIPMENT\"],\n",
"[460 , \"METAL COOKWARE (NONELECTRIC)\"],\n",
"[461 , \"NONMETAL COOKWARE (NONELECTRIC)\"],\n",
"[462 , \"CHAFING DISHES OR FONDUE POTS\"],\n",
"[463 , \"CANDLES CANDLESTICKS AND OTHER CANDLE HOLDERS\"],\n",
"[464 , \"KNIVES NOT ELSEWHERE CLASSIFIED\"],\n",
"[465 , \"OTHER COOKWARE\"],\n",
"[466 , \"COOKWARE NOT SPECIFIED\"],\n",
"[469 , \"SLICERS AND CHOPPERS\"],\n",
"[471 , \"FOOD GRINDERS\"],\n",
"[474 , \"TABLEWARE AND ACCESSORIES (EXCL. DRINKING GLASSES CUPS AND MUGS)\"],\n",
"[475 , \"DRINKING GLASSES NOT SPECIFIED\"],\n",
"[477 , \"THERMOMETERS (EXCLUDING MEDICAL THERMOMETERS)\"],\n",
"[478 , \"DRINKING GLASSES CUPS AND MUGS\"],\n",
"[480 , \"MANUAL CLEANING EQUIPMENT (EXCL. BUCKETS AND PAILS)\"],\n",
"[481 , \"BREAD MAKING MACHINES\"],\n",
"[482 , \"APPLIANCES OTHER AND NOT SPECIFIED\"],\n",
"[514 , \"CERAMICS SUPPLIES OR EQUIPMENT\"],\n",
"[519 , \"TELEVISION TABLES OR STANDS\"],\n",
"[529 , \"TELESCOPES BINOCULARS MICROSCOPES MAGNIFYING GLASSES\"],\n",
"[530 , \"PHONOGRAPH RECORDS\"],\n",
"[531 , \"RECORDING TAPES\"],\n",
"[532 , \"GLASS BOTTLE CUTTING EQUIPMENT\"],\n",
"[533 , \"LAPIDARY EQUIPMENT\"],\n",
"[536 , \"PHOTOGRAPHIC EQUIPMENT\"],\n",
"[545 , \"AMATEUR TWO,WAY RADIOS\"],\n",
"[546 , \"STEREO OR HI,FI COMPONENTS OR ACCESSORIES\"],\n",
"[547 , \"SOUND RECORDING OR RECEIVING EQUIPMENT NOT SPECIFIED\"],\n",
"[549 , \"PROJECTORS\"],\n",
"[550 , \"TELEPHONES OR TELEPHONE ACCESSORIES\"],\n",
"[552 , \"ANTENNAS NOT SPECIFIED\"],\n",
"[555 , \"RADIOS (SELF,CONTAINED UNITS)\"],\n",
"[556 , \"TAPE RECORDERS OR PLAYERS (SELF,CONTAINED UNITS)\"],\n",
"[557 , \"COMPUTERS (EQUIPMENT AND ELECTRONIC GAMES)\"],\n",
"[558 , \"INDOOR ANTENNAS (SEPARATE)\"],\n",
"[559 , \"RADIOS NOT SPECIFIED\"],\n",
"[561 , \"OUTDOOR ANTENNAS (SEPARATE)\"],\n",
"[562 , \"LASER POINTERS\"],\n",
"[563 , \"RECORD PLAYERS (SELF,CONTAINED UNITS)\"],\n",
"[564 , \"ART SUPPLIES OR EQUIPMENT\"],\n",
"[565 , \"MUSICAL INSTRUMENTS ELECTRIC OR BATTERY OPERATED\"],\n",
"[566 , \"MUSICAL INSTRMNTS NOT ELECT. OR BATTERY OR NOT SPEC.\"],\n",
"[567 , \"COAXIAL CABLE\"],\n",
"[569 , \"ART OR CERAMICS SUPPLIES AND EQUIPMENT (EXCL. PAINTBRUSHES)\"],\n",
"[570 , \"MUSICAL INSTRUMENTS\"],\n",
"[571 , \"BUSINESS AND OFFICE MACHINES\"],\n",
"[572 , \"TELEVISIONS\"],\n",
"[573 , \"OTHER SOUND RECORDING REPRODUCING OR RECEIVING EQUIP.\"],\n",
"[574 , \"REMOTE CONTROL UNIVERSAL OR NS (EXCL. REMOTES FOR TOYS)\"],\n",
"[575 , \"COMPACT DISCS (CDS) AND DVDS\"],\n",
"[576 , \"VIDEO PLAYERS AND RECORDERS (EXCL CAMERAS)\"],\n",
"[601 , \"BEDSPRINGS OR BEDFRAMES\"],\n",
"[604 , \"DESKS CHESTS BUREAUS OR BUFFETS\"],\n",
"[606 , \"GENERATORS OR POWER PLANTS\"],\n",
"[609 , \"GLASS BATHTUB OR SHOWER ENCLOSURES\"],\n",
"[610 , \"NONGLASS BATHTUB OR SHOWER ENCLOSURES\"],\n",
"[611 , \"BATHTUBS OR SHOWERS\"],\n",
"[612 , \"RUNNERS THROW RUGS OR DOORMATS\"],\n",
"[613 , \"ROOM,SIZED WALL,TO,WALL OR OUTDOOR CARPETING\"],\n",
"[617 , \"DRAPERIES CURTAINS SHOWER CURTAINS(FABRIC OR PLASTIC)\"],\n",
"[618 , \"STEPLADDERS\"],\n",
"[619 , \"STRAIGHT LADDERS\"],\n",
"[620 , \"STEP STOOLS\"],\n",
"[623 , \"BUTANE OR LP GAS METERS\"],\n",
"[624 , \"ELECTRIC METERS (UTILITY)\"],\n",
"[627 , \"LIGHT BULBS\"],\n",
"[628 , \"ELECTRIC CHANDELIERS OR OTHER ATTACHED LIGHT FIXTURES\"],\n",
"[638 , \"WINDOW SHADES VENETIAN BLINDS OR INDOOR SHUTTERS\"],\n",
"[639 , \"FLASHLIGHTS OR BATTERY,POWERED LANTERNS\"],\n",
"[648 , \"SINKS\"],\n",
"[649 , \"TOILETS\"],\n",
"[650 , \"SLIPCOVERS\"],\n",
"[651 , \"TABLE LINENS\"],\n",
"[652 , \"PICTURES PICTURE FRAMES OR WALL DECORATIONS\"],\n",
"[653 , \"ARTIFICIAL FLOWERS OR PLANTS\"],\n",
"[654 , \"KNICKKNACKS STATUES VASES OR URNS\"],\n",
"[657 , \"TOWEL RACKS OR BARS\"],\n",
"[661 , \"BUNK BEDS\"],\n",
"[662 , \"WATERBEDS OR WATER PILLOWS\"],\n",
"[663 , \"FIREPLACE EQUIPMENT\"],\n",
"[666 , \"TOWELS OR CLOTHS\"],\n",
"[667 , \"BEDSPREADS THROWS OR COMFORTERS\"],\n",
"[669 , \"CLOTHESPINS\"],\n",
"[670 , \"RECLINER CHAIR\"],\n",
"[671 , \"ROCKING CHAIR\"],\n",
"[672 , \"LAUNDRY HAMPERS\"],\n",
"[676 , \"RUGS OR CARPETS NOT SPECIFIED\"],\n",
"[679 , \"SOFAS COUCHES DAVENPORTS DIVANS OR STUDIO COUCHES\"],\n",
"[680 , \"CONVERTIBLE BEDS HIDEAWAY BEDS OR SOFA BEDS\"],\n",
"[684 , \"UNATTACHED APPLIANCE OR LAMP CORDS\"],\n",
"[685 , \"EXTENSION CORDS\"],\n",
"[687 , \"BENCHES\"],\n",
"[688 , \"EXTENSION LADDERS\"],\n",
"[689 , \"BLANKETS NOT SPECIFIED\"],\n",
"[692 , \"MAGAZINE RACKS OR BOOK ENDS\"],\n",
"[693 , \"FOOTLOCKERS\"],\n",
"[694 , \"BEDS NOT SPECIFIED\"],\n",
"[698 , \"HOT TUBS OR HOME SPAS\"],\n",
"[699 , \"FAUCETS OR SPIGOTS\"],\n",
"[701 , \"FIRE EXTINGUISHERS\"],\n",
"[702 , \"FIRE OR SMOKE ALARMS\"],\n",
"[704 , \"BURGLAR ALARMS\"],\n",
"[706 , \"LIGHTNING RODS ARRESTERS OR OTHER GROUNDING DEVICES\"],\n",
"[707 , \"PADLOCKS CHAIN LOCKS OR OTHER LOCKS\"],\n",
"[709 , \"SAFES\"],\n",
"[710 , \"ELECTRIC TIMERS\"],\n",
"[711 , \"FIRE ESCAPE DEVICES\"],\n",
"[712 , \"CARBON MONOXIDE DETECTORS\"],\n",
"[713 , \"FIRE SPRINKLERS\"],\n",
"[803 , \"POWER SANDERS\"],\n",
"[804 , \"POWER ROUTERS\"],\n",
"[805 , \"POWER LATHES\"],\n",
"[807 , \"POWER JOINTERS\"],\n",
"[808 , \"POWER SHAPERS\"],\n",
"[809 , \"OTHER PORTABLE OR STATIONARY POWER TOOLS\"],\n",
"[812 , \"ELECTRIC WELDING EQUIPMENT\"],\n",
"[814 , \"HOISTS LIFTS JACKS OR JACK STANDS\"],\n",
"[815 , \"ELECTRICAL TESTING EQUIPMENT\"],\n",
"[819 , \"ELECTRIC MOTORS (SEPARATE)\"],\n",
"[820 , \"INTERNAL COMBUSTION ENGINES (NONVEHICULAR)\"],\n",
"[821 , \"AUTOMOTIVE TOOLS OR ACCESSORIES\"],\n",
"[822 , \"PAINT SPRAYERS\"],\n",
"[823 , \"AIR COMPRESSORS (SEPARATE)\"],\n",
"[827 , \"HAMMERS\"],\n",
"[828 , \"SCREWDRIVERS\"],\n",
"[829 , \"MANUAL DRILLS\"],\n",
"[830 , \"HAND SAWS\"],\n",
"[831 , \"FUEL,BURNING WELDING EQUIPMENT\"],\n",
"[832 , \"PORTABLE CIRCULAR POWER SAWS\"],\n",
"[833 , \"WORKSHOP COMPOUNDS OR CHEMICALS\"],\n",
"[834 , \"HEAVY,DUTY WORKSHOP STAPLERS\"],\n",
"[835 , \"TOOLBOXES OR TOOL KITS\"],\n",
"[836 , \"KNIVES WITH REPLACEABLE BLADES\"],\n",
"[837 , \"WIRE NOT SPECIFIED\"],\n",
"[841 , \"BENCH OR TABLE SAWS\"],\n",
"[842 , \"BAND SAWS\"],\n",
"[843 , \"RADIAL ARM SAWS\"],\n",
"[844 , \"POWER HACK SAWS\"],\n",
"[845 , \"SAWS NOT SPECIFIED\"],\n",
"[847 , \"DRILLS NOT SPECIFIED\"],\n",
"[852 , \"ROPE OR STRING\"],\n",
"[854 , \"WORKSHOP FURNISHINGS\"],\n",
"[855 , \"PORTABLE POWER DRILLS AND ACCESSORIES\"],\n",
"[856 , \"STATIONARY POWER DRILLS AND ACCESSORIES\"],\n",
"[857 , \"PLIERS WIRE CUTTERS OR WRENCHES\"],\n",
"[858 , \"REAMERS\"],\n",
"[859 , \"SOLDERING EQUIPMENT NOT SPECIFIED\"],\n",
"[862 , \"MANUAL FILING OR SANDING TOOLS\"],\n",
"[863 , \"OTHER POWER SAWS\"],\n",
"[864 , \"SABRE SAWS\"],\n",
"[865 , \"PORTABLE POWER WORKSHOP GRINDERS BUFFERS POLISHERS\"],\n",
"[866 , \"ELECTRIC SOLDERING EQUIPMENT\"],\n",
"[867 , \"WELDING EQUIPMENT NOT SPECIFIED\"],\n",
"[868 , \"NONELECTRIC SOLDERING EQUIPMENT\"],\n",
"[869 , \"GLUE GUNS\"],\n",
"[870 , \"AWLS CHISELS OR PLANES\"],\n",
"[871 , \"POWER DRILLS OR ACCESSORIES NOT SPECIFIED\"],\n",
"[872 , \"POWER SAWS NOT SPECIFIED\"],\n",
"[873 , \"STATIONARY POWER WORKSHOP GRINDERS BUFFERS POLISHERS\"],\n",
"[874 , \"CUTTING TORCHES\"],\n",
"[875 , \"JIGSAWS\"],\n",
"[876 , \"POWER WORKSHOP GRINDERS BUFFERS POLISHERS N.S.\"],\n",
"[877 , \"TROUBLE LIGHTS OR EXTENSION WORK LIGHTS\"],\n",
"[878 , \"LEVELS\"],\n",
"[879 , \"VISES OR WORKSHOP CLAMPS\"],\n",
"[880 , \"DRAIN SNAKES\"],\n",
"[881 , \"OTHER MANUAL WORKSHOP TOOLS\"],\n",
"[882 , \"NAIL GUNS OR STUD DRIVERS\"],\n",
"[883 , \"BATTERY CHARGERS/ADAPTERS\"],\n",
"[884 , \"BATTERIES\"],\n",
"[885 , \"CHAINS NOT ELSEWHERE CLASSIFIED\"],\n",
"[886 , \"STRETCH CORDS OR STRETCH STRAPS\"],\n",
"[887 , \"PAINTING EQUIP. POWERED (SPRAYERS ROLLERS BRUSHES)\"],\n",
"[888 , \"SPRAYERS NOT ELSEWHERE CLASSIFIED\"],\n",
"[889 , \"BATTERIES (MOTOR VEHICLE)\"],\n",
"[890 , \"TORCHES NOT SPECIFIED\"],\n",
"[891 , \"BATTERIES NOT SPECIFIED\"],\n",
"[892 , \"NON,MOTOR VEHICLE BATTERIES\"],\n",
"[893 , \"TOOLS NOT SPECIFIED\"],\n",
"[894 , \"HACKSAWS\"],\n",
"[895 , \"POWER SAWS OTHER OR NOT SPECIFIED\"],\n",
"[896 , \"WELDING EQUIPMENT\"],\n",
"[897 , \"POWER WORKSHOP GRINDERS BUFFERS OR POLISHERS\"],\n",
"[898 , \"MANUAL WORKSHOP GRINDERS BUFFERS OR POLISHERS\"],\n",
"[899 , \"WORKSHOP GRINDERS BUFFERS OR POLISHERS N.S.\"],\n",
"[904 , \"FLOOR WAXES\"],\n",
"[905 , \"FURNITURE POLISHES OR WAXES\"],\n",
"[908 , \"PAINT THINNERS OR VARNISH THINNERS\"],\n",
"[909 , \"ADHESIVES\"],\n",
"[910 , \"GASOLINE\"],\n",
"[913 , \"LUBRICANTS\"],\n",
"[914 , \"DRY ICE\"],\n",
"[915 , \"METHYL ALCOHOL (SOLVENT)\"],\n",
"[917 , \"CHARCOAL\"],\n",
"[920 , \"CAULKING OR SPACKLING COMPOUNDS\"],\n",
"[921 , \"CHEMICALS NOT ELSEWHERE CLASSIFIED\"],\n",
"[925 , \"PAINTBRUSHES OR ROLLERS MANUAL\"],\n",
"[926 , \"PHOTOGRAPHIC CHEMICALS\"],\n",
"[927 , \"TAPES (WITH ADHESIVE SURFACES)\"],\n",
"[929 , \"DRAIN CLEANERS\"],\n",
"[930 , \"AMMONIA HOUSEHOLD\"],\n",
"[931 , \"METAL POLISHES TARNISH REMOVERS OR PREVENTATIVES\"],\n",
"[932 , \"SHOE POLISHES\"],\n",
"[933 , \"TURPENTINE\"],\n",
"[934 , \"DISHWASHER DETERGENTS\"],\n",
"[936 , \"ACIDS\"],\n",
"[937 , \"RUST REMOVERS\"],\n",
"[938 , \"SWIMMING POOL CHEMICALS\"],\n",
"[940 , \"LIGHTER FLUIDS\"],\n",
"[941 , \"FUELS FOR CHAFING DISHES OR FONDUE POTS\"],\n",
"[942 , \"OVEN CLEANERS\"],\n",
"[943 , \"MOTH REPELLENTS\"],\n",
"[945 , \"PINE OIL CLEANING AND DISINFECTANT PREPARATIONS\"],\n",
"[949 , \"LAUNDRY SOAPS OR DETERGENTS\"],\n",
"[951 , \"TOILET BOWL PRODUCTS\"],\n",
"[952 , \"FABRIC TREATMENT PRODUCTS\"],\n",
"[953 , \"ABRASIVE CLEANERS\"],\n",
"[954 , \"GENERAL PURPOSE HOUSEHOLD CLEANERS\"],\n",
"[955 , \"AUTOMOTIVE CHEMICALS\"],\n",
"[956 , \"BLEACHES (NONCOSMETIC)\"],\n",
"[957 , \"DYES (NONCOSMETIC)\"],\n",
"[958 , \"OTHER POLISHES\"],\n",
"[959 , \"POLISHES NOT SPECIFIED\"],\n",
"[960 , \"PAINTS VARNISHES OR SHELLACS\"],\n",
"[961 , \"RUST PREVENTATIVES\"],\n",
"[962 , \"DIESEL FUELS\"],\n",
"[963 , \"KEROSENE\"],\n",
"[964 , \"LAMP OILS\"],\n",
"[965 , \"FUEL OILS NOT SPECIFIED\"],\n",
"[966 , \"ANTIFREEZE\"],\n",
"[967 , \"WINDSHIELD WIPER FLUIDS\"],\n",
"[968 , \"CAUSTICS\"],\n",
"[969 , \"LYE\"],\n",
"[970 , \"WALLPAPER CLEANERS (CHEMICAL)\"],\n",
"[971 , \"WALLPAPER STEAMERS\"],\n",
"[972 , \"PAINT OR VARNISH REMOVERS PAINTBRUSH CLEANERS\"],\n",
"[973 , \"LIQUID ROOM DEODORIZERS OR FRESHENERS\"],\n",
"[974 , \"SOLID ROOM DEODORIZERS OR FRESHENERS\"],\n",
"[975 , \"ROOM DEODORIZERS OR FRESHENERS NOT SPECIFIED\"],\n",
"[976 , \"DETERGENTS NOT SPECIFIED\"],\n",
"[977 , \"SPOT REMOVERS OR CLEANING FLUIDS\"],\n",
"[978 , \"AUTOMOTIVE WAXES POLISHES OR CLEANERS\"],\n",
"[979 , \"DISHWASHING LIQUID\"],\n",
"[980 , \"FUEL STORAGE TANKS\"],\n",
"[981 , \"GASOLINE CANS\"],\n",
"[982 , \"SCHOOL LABORATORY CHEMICALS\"],\n",
"[983 , \"SOAPS (EXCL. LAUNDRY SOAPS OR DETERGENTS)\"],\n",
"[984 , \"SOLVENTS OTHER OR NOT SPECIFIED\"],\n",
"[1001 , \"ELECTRIC FENCES\"],\n",
"[1002 , \"HOME PASTEURIZERS\"],\n",
"[1003 , \"CREAM SEPARATORS\"],\n",
"[1004 , \"FARM TRACTORS\"],\n",
"[1005 , \"POWER TAKE,OFFS\"],\n",
"[1006 , \"FARM TILLAGE EQUIPMENT\"],\n",
"[1009 , \"COMBINES OR THRESHING MACHINES\"],\n",
"[1011 , \"FARM ELEVATORS OR CONVEYORS\"],\n",
"[1012 , \"FARM WAGONS\"],\n",
"[1014 , \"FARM SPRAYERS\"],\n",
"[1015 , \"IRRIGATION EQUIPMENT\"],\n",
"[1016 , \"FEED GRINDERS MIXERS OR BLENDERS\"],\n",
"[1017 , \"MILKING MACHINES\"],\n",
"[1018 , \"TOW CHAINS CABLES OR HEAVY,DUTY CHAINS\"],\n",
"[1019 , \"POST,HOLE AUGERS\"],\n",
"[1021 , \"FARM MOWERS\"],\n",
"[1022 , \"TILLAGE EQUIPMENT NOT SPECIFIED\"],\n",
"[1023 , \"FERTILIZERS NOT SPECIFIED\"],\n",
"[1025 , \"ENDGATE SEEDERS\"],\n",
"[1026 , \"OTHER CROP PROCESSING EQUIPMENT\"],\n",
"[1030 , \"FORAGE HARVESTERS\"],\n",
"[1036 , \"MANURE SPREADERS\"],\n",
"[1037 , \"PUMP JACKS\"],\n",
"[1038 , \"POST,HOLE DRIVERS\"],\n",
"[1039 , \"FERTILIZER DISTRIBUTORS (GRANULAR)\"],\n",
"[1040 , \"RAKES (FARM MACHINERY)\"],\n",
"[1042 , \"WINDROWERS OR SWATHERS\"],\n",
"[1043 , \"CROP CHOPPERS\"],\n",
"[1044 , \"FORK LIFTS OR LIFT TRUCKS\"],\n",
"[1052 , \"STANCHIONS\"],\n",
"[1053 , \"FERTILIZERS AND OTHER CHEMICALS FOR OUTDOOR USE\"],\n",
"[1054 , \"OTHER PLANTING EQUIPMENT\"],\n",
"[1055 , \"HAY PROCESSING EQUIPMENT\"],\n",
"[1056 , \"TOBACCO STRINGERS HARVESTERS OR SLEDS\"],\n",
"[1057 , \"CROP PICKERS\"],\n",
"[1058 , \"CORN PLANTERS OR GRAIN DRILLS\"],\n",
"[1059 , \"SILO LOADERS AND UNLOADERS SCREW OR SWEEP AUGERS\"],\n",
"[1060 , \"PLANTING EQUIPMENT NOT SPECIFIED\"],\n",
"[1061 , \"CROP PROCESSING EQUIPMENT NOT SPECIFIED\"],\n",
"[1062 , \"TRACTORS OTHER OR NOT SPECIFIED N.O.S.\"],\n",
"[1102 , \"VACUUM CONTAINERS\"],\n",
"[1103 , \"SELF,CONTAINED OPENERS\"],\n",
"[1107 , \"OTHER CONTAINERS\"],\n",
"[1112 , \"METAL CONTAINERS\"],\n",
"[1114 , \"CARDBOARD PRODUCTS\"],\n",
"[1116 , \"CONTAINERS WITH KEY OPENERS\"],\n",
"[1120 , \"GLASS SOFT DRINK BOTTLES\"],\n",
"[1122 , \"GLASS ALCOHOLIC BEVERAGE BOTTLES\"],\n",
"[1123 , \"PLASTIC CONTAINERS (RIGID OR SEMI,RIGID)\"],\n",
"[1124 , \"GLASS TUBING OR TEST TUBES\"],\n",
"[1125 , \"WOODEN CONTAINERS\"],\n",
"[1127 , \"NONGLASS BOTTLES OR JARS\"],\n",
"[1128 , \"PAPER BAGS\"],\n",
"[1130 , \"PLASTIC BAGS\"],\n",
"[1131 , \"PLASTIC WRAPPING PRODUCTS\"],\n",
"[1132 , \"PLASTIC PRODUCTS NOT SPECIFIED\"],\n",
"[1133 , \"AEROSOL CONTAINERS\"],\n",
"[1134 , \"OTHER GLASS BOTTLES OR JARS\"],\n",
"[1135 , \"BOTTLES OR JARS NOT SPECIFIED\"],\n",
"[1136 , \"CANNING JARS\"],\n",
"[1137 , \"PAPER PRODUCTS\"],\n",
"[1138 , \"PRESSURIZED CONTAINERS (NONAEROSOL)\"],\n",
"[1139 , \"ALUMINUM FOIL WRAPPING PRODUCTS\"],\n",
"[1140 , \"GLASS BOTTLES OR JARS NOT SPECIFIED\"],\n",
"[1141 , \"CONTAINERS NOT SPECIFIED\"],\n",
"[1142 , \"BAGS (EXCLUDING PAPER OR PLASTIC BAGS)\"],\n",
"[1143 , \"BUCKETS OR PAILS\"],\n",
"[1144 , \"BAGS NOT ELSEWHERE CLASSIFIED\"],\n",
"[1145 , \"OTHER SPECIFIED PLASTIC PRODUCTS\"],\n",
"[1200 , \"SPORTS AND RECREATIONAL ACTIVITY N.E.C.\"],\n",
"[1202 , \"BICYCLES OR ACCESSORIES\"],\n",
"[1204 , \"BASEBALL ACTIVITY AND RELATED EQUIPMENT\"],\n",
"[1205 , \"BASKETBALL ACTIVITY AND RELATED EQUIPMENT\"],\n",
"[1206 , \"BOWLING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1207 , \"BOXING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1208 , \"CROQUET (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1211 , \"FOOTBALL (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1212 , \"GOLF (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1213 , \"GOLF CARTS MOTORIZED VEHICLE\"],\n",
"[1215 , \"LACROSSE (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1217 , \"SLEDS\"],\n",
"[1232 , \"ELECTRIC CHARCOAL LIGHTERS\"],\n",
"[1233 , \"TRAMPOLINES\"],\n",
"[1234 , \"TREEHOUSES OR PLAYHOUSES\"],\n",
"[1235 , \"ARCHERY (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1237 , \"GAS AIR OR SPRING,OPERATED GUNS\"],\n",
"[1239 , \"HORSEBACK RIDING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1240 , \"AQUARIUMS OR ACCESSORIES\"],\n",
"[1242 , \"SLIDES OR SLIDING BOARDS\"],\n",
"[1243 , \"SEE,SAWS OR TEETER BOARDS\"],\n",
"[1244 , \"MONKEY BARS OR OTHER PLAYGROUND CLIMBING APPARATUS\"],\n",
"[1246 , \"WADING POOLS\"],\n",
"[1247 , \"FUEL CHARCOAL LIGHTERS\"],\n",
"[1248 , \"DARTS (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1255 , \"ALCOHOL,FUELED HEATERS\"],\n",
"[1257 , \"HORSESHOES (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1258 , \"MOUNTAIN CLIMBING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1260 , \"BILLIARDS OR POOL (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1261 , \"SURFING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1264 , \"WATER SKIING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1266 , \"VOLLEYBALL (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1267 , \"SOCCER (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1268 , \"TRACK AND FIELD (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1269 , \"TABLE TENNIS (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1270 , \"WRESTLING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1271 , \"BATONS\"],\n",
"[1272 , \"GYMNASTICS AND ASSOCIATED EQUIPMENT\"],\n",
"[1273 , \"TOBOGGANS\"],\n",
"[1274 , \"SNOW DISKS\"],\n",
"[1275 , \"SCUBA DIVING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1276 , \"TETHERBALL (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1277 , \"SWIMMING POOL SLIDES\"],\n",
"[1278 , \"DIVING OR DIVING BOARDS\"],\n",
"[1279 , \"ICE HOCKEY (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1282 , \"HANDBALL (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1283 , \"UNICYCLES\"],\n",
"[1284 , \"SWIMMING POOLS NOT SPECIFIED\"],\n",
"[1285 , \"CHARCOAL LIGHTERS NOT SPECIFIED\"],\n",
"[1290 , \"SNOWMOBILES (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1293 , \"AMUSEMENT ATTRACTIONS (INCLUDING RIDES)\"],\n",
"[1294 , \"BLEACHERS\"],\n",
"[1295 , \"FIELD HOCKEY (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1299 , \"SNOW TUBING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[1301 , \"TRICYCLES\"],\n",
"[1306 , \"GASOLINE OR OTHER FUEL POWERED MODELS\"],\n",
"[1309 , \"KITES OR KITE STRING\"],\n",
"[1310 , \"POGO STICKS\"],\n",
"[1313 , \"FIREWORKS\"],\n",
"[1314 , \"ROCKETRY SETS\"],\n",
"[1317 , \"FLYING TOYS\"],\n",
"[1318 , \"UNPOWERED MODELS OR PARTS\"],\n",
"[1319 , \"METAL OR PLASTIC MOLDING SETS\"],\n",
"[1322 , \"CHILDRENS PLAY TENTS PLAY TUNNELS OR OTHER ENCLOSURES\"],\n",
"[1325 , \"INFLATABLE TOYS\"],\n",
"[1326 , \"BLOCKS STACKING TOYS OR PULL TOYS\"],\n",
"[1327 , \"NONWHEELED RIDING TOYS UNPOWERED\"],\n",
"[1328 , \"WAGONS (CHILDRENS)\"],\n",
"[1329 , \"SCOOTERS UNPOWERED\"],\n",
"[1330 , \"POWERED RIDING TOYS\"],\n",
"[1332 , \"ELECTRIC TRAINS OR ACCESSORIES\"],\n",
"[1333 , \"SKATEBOARDS\"],\n",
"[1334 , \"ELECTRIC TOY OVENS\"],\n",
"[1335 , \"ELECTRIC TOY IRONS\"],\n",
"[1338 , \"TOY BOWS OR ARROWS\"],\n",
"[1342 , \"COSTUMES OR MASKS\"],\n",
"[1344 , \"TOY MUSICAL INSTRUMENTS\"],\n",
"[1345 , \"BUILDING SETS\"],\n",
"[1346 , \"CLACKER BALLS\"],\n",
"[1347 , \"BALLOONS (TOY)\"],\n",
"[1349 , \"STILTS\"],\n",
"[1350 , \"SQUEEZE OR SQUEAKER TOYS\"],\n",
"[1352 , \"SLINGSHOTS OR SLING,PROPELLED TOYS\"],\n",
"[1353 , \"TOY BOXES OR CHESTS\"],\n",
"[1354 , \"MARBLES\"],\n",
"[1356 , \"ENGINE FUELS FOR MODELS\"],\n",
"[1362 , \"WOODBURNING KITS\"],\n",
"[1365 , \"WATER TOYS\"],\n",
"[1376 , \"MOLDING COMPOUNDS\"],\n",
"[1381 , \"TOYS NOT ELSEWHERE CLASSIFIED\"],\n",
"[1383 , \"ELECTRIC TOY RACING CARS OR ACCESSORIES\"],\n",
"[1389 , \"OTHER TOY WEAPONS (NONPROJECTILE)\"],\n",
"[1390 , \"TOY GUNS NOT SPECIFIED\"],\n",
"[1392 , \"TOY SPORTS EQUIPMENT\"],\n",
"[1393 , \"CHEMISTRY SETS OR SCIENCE KITS\"],\n",
"[1394 , \"DOLLS PLUSH TOYS AND ACTION FIGURES\"],\n",
"[1395 , \"TOYS NOT SPECIFIED\"],\n",
"[1398 , \"WHEELED RIDING TOYS UNPOWERED\"],\n",
"[1399 , \"TOY GUNS WITH PROJECTILES\"],\n",
"[1401 , \"POWER LAWN MOWERS NOT SPECIFIED\"],\n",
"[1402 , \"MANUAL PUSH MOWERS (UNPOWERED)\"],\n",
"[1403 , \"OTHER UNPOWERED GARDEN TOOLS\"],\n",
"[1404 , \"POWER LAWN TRIMMERS OR EDGERS\"],\n",
"[1405 , \"GARDEN TRACTORS\"],\n",
"[1406 , \"SNOW THROWERS BLOWERS\"],\n",
"[1407 , \"GARDEN SPRAYERS\"],\n",
"[1408 , \"POWER TILLERS OR CULTIVATORS\"],\n",
"[1409 , \"OTHER POWER GARDEN TOOLS\"],\n",
"[1411 , \"CHAIN SAWS\"],\n",
"[1413 , \"GREENHOUSE OR GARDENING SUPPLIES\"],\n",
"[1414 , \"GARDEN HOSES NOZZLES OR SPRINKLERS\"],\n",
"[1415 , \"MANUAL SNOW OR ICE REMOVAL TOOLS\"],\n",
"[1417 , \"DECORATIVE YARD EQUIPMENT\"],\n",
"[1422 , \"RIDING POWER LAWN MOWERS\"],\n",
"[1425 , \"WHEELBARROWS OR LAWN CARTS\"],\n",
"[1426 , \"HATCHETS OR AXES\"],\n",
"[1427 , \"POWER HEDGE TRIMMERS\"],\n",
"[1430 , \"SEED AND FERTILIZER SPREADERS\"],\n",
"[1431 , \"GRASS AND LEAF CATCHERS (ATTACHMENTS FOR LAWN MOWERS)\"],\n",
"[1432 , \"ANIMAL TRAPS\"],\n",
"[1433 , \"POWER LEAF MULCHERS AND GRINDERS\"],\n",
"[1434 , \"SNOW THROWERS OR BLOWERS (ATTACHMENTS FOR LAWN MOWERS)\"],\n",
"[1435 , \"SNOW PLOWS\"],\n",
"[1439 , \"LAWN MOWERS NOT SPECIFIED\"],\n",
"[1441 , \"LAWN VACUUMS\"],\n",
"[1445 , \"PLANT FOODS OR FERTILIZERS FOR POTTED PLANTS\"],\n",
"[1446 , \"REEL POWER LAWN MOWERS\"],\n",
"[1447 , \"PRUNING OR TRIMMING EQUIPMENT NOT SPECIFIED\"],\n",
"[1448 , \"ROTARY POWER LAWN MOWERS\"],\n",
"[1449 , \"MANUAL HEDGE TRIMMERS\"],\n",
"[1450 , \"MANUAL LAWN TRIMMERS OR EDGERS\"],\n",
"[1451 , \"SEEDS\"],\n",
"[1452 , \"OUTDOOR ELECTRIC LIGHTING EQUIPMENT\"],\n",
"[1453 , \"OTHER MANUAL PRUNING OR TRIMMING EQUIPMENT\"],\n",
"[1454 , \"OTHER POWER PRUNING OR TRIMMING EQUIPMENT\"],\n",
"[1455 , \"MANUAL PRUNING OR TRIMMING EQUIPMENT NOT SPECIFIED\"],\n",
"[1456 , \"POWER PRUNING OR TRIMMING EQUIPMENT NOT SPECIFIED\"],\n",
"[1457 , \"LOG SPLITTERS\"],\n",
"[1458 , \"SNOW THROWERS OR BLOWERS (SELF,CONTAINED UNITS)\"],\n",
"[1459 , \"SNOW THROWERS OR BLOWERS NOT SPECIFIED\"],\n",
"[1460 , \"INSECT TRAPS POWERED\"],\n",
"[1461 , \"LEAF BLOWERS\"],\n",
"[1462 , \"PUMPS NOT ELSEWHERE CLASSIFIED\"],\n",
"[1463 , \"BRUSHCUTTERS POWERED\"],\n",
"[1464 , \"LAWN TRIMMERS OR EDGERS POWERED (EXCL. BRUSHCUTTERS)\"],\n",
"[1465 , \"DECORATIVE YARD EQUIPMENT EXCL WATER FEATURES\"],\n",
"[1466 , \"DECORATIVE WATER FEATURES INCL MAN,MADE PONDS & FOUNTAINS\"],\n",
"[1502 , \"BABY CHANGING TABLES\"],\n",
"[1505 , \"BABY CARRIAGES\"],\n",
"[1506 , \"BABY GATES OR BARRIERS\"],\n",
"[1508 , \"BABY WALKERS OR JUMPERS\"],\n",
"[1509 , \"BABY BOTTLES OR NIPPLES\"],\n",
"[1510 , \"BOTTLE WARMERS\"],\n",
"[1511 , \"STERILIZERS (HOME USE)\"],\n",
"[1512 , \"DIAPERS\"],\n",
"[1513 , \"PLAYPENS\"],\n",
"[1515 , \"BABY SCALES\"],\n",
"[1517 , \"BABY RATTLES\"],\n",
"[1518 , \"YOUTH CHAIRS\"],\n",
"[1519 , \"CAR SEATS (FOR INFANTS OR CHILDREN)\"],\n",
"[1520 , \"BABY EXERCISERS\"],\n",
"[1522 , \"BABY STROLLERS\"],\n",
"[1524 , \"BABY HARNESSES\"],\n",
"[1525 , \"PACIFIERS OR TEETHING RINGS\"],\n",
"[1526 , \"CRIB MOBILES OR CRIB GYMS\"],\n",
"[1527 , \"BABY CARRIERS OR SLINGS (BACKPACKS)\"],\n",
"[1528 , \"DIAPER PAILS\"],\n",
"[1529 , \"PORTABLE CRIBS\"],\n",
"[1531 , \"BABY CARRIERS (BICYCLE,MOUNTED)\"],\n",
"[1533 , \"NIGHT,LIGHTS\"],\n",
"[1534 , \"CAR BEDS FOR INFANTS\"],\n",
"[1535 , \"POTTY CHAIRS OR TRAINING SEATS\"],\n",
"[1536 , \"CRIB EXTENDER RAILS OR YOUTH BED RAILS\"],\n",
"[1537 , \"BASSINETS OR CRADLES\"],\n",
"[1539 , \"SHOELACE FASTENERS (FOR INFANTS)\"],\n",
"[1542 , \"BABY MATTRESSES OR PADS\"],\n",
"[1543 , \"NONPORTABLE CRIBS\"],\n",
"[1544 , \"BABY BATHS OR BATHINETTES\"],\n",
"[1545 , \"CRIBS NOT SPECIFIED\"],\n",
"[1548 , \"BABY CARRIERS NOT SPECIFIED\"],\n",
"[1549 , \"OTHER BABY CARRIERS\"],\n",
"[1550 , \"INFANT & TODDLER PLAY CTRS EXCL JUMPERSBOUNCERS&EXERCISERS\"],\n",
"[1551 , \"DIAPER FASTENERS\"],\n",
"[1553 , \"PORTABLE BABY SWINGS (FOR HOME USE)\"],\n",
"[1554 , \"SAFETY PINS\"],\n",
"[1555 , \"HIGH CHAIRS\"],\n",
"[1556 , \"ATTACHED HIGHCHAIR\"],\n",
"[1557 , \"BABY BATHTUB SEATS OR RINGS (NOT TOYS)\"],\n",
"[1558 , \"BABY BOUNCER SEATS (EXCL. JUMPERS)\"],\n",
"[1560 , \"BABY SLINGS AND WRAPS\"],\n",
"[1561 , \"FRAMED BABY CARRIERS (CARRIED ON THE BACK)\"],\n",
"[1562 , \"OTHER SOFT BABY CARRIERS\"],\n",
"[1597 , \"NON,POISONING DEATH OF VICTIM UNDER AGE 5 NO PRODUCT\"],\n",
"[1598 , \"OVERLAY DEATHS\"],\n",
"[1599 , \"INFANT DEATH\"],\n",
"[1602 , \"HAIR DRYERS\"],\n",
"[1604 , \"CIGARETTE OR PIPE LIGHTERS\"],\n",
"[1605 , \"WIGS FALLS OR HAIRPIECES\"],\n",
"[1606 , \"EYEGLASSES\"],\n",
"[1607 , \"EYE PROTECTION DEVICES\"],\n",
"[1608 , \"POWERED TOOTHBRUSHES OR ORAL IRRIGATORS\"],\n",
"[1609 , \"SUN LAMPS\"],\n",
"[1610 , \"MASSAGE DEVICES OR VIBRATORS\"],\n",
"[1612 , \"SAUNAS\"],\n",
"[1613 , \"ELECTRIC SHOE POLISHERS\"],\n",
"[1615 , \"FOOTWEAR\"],\n",
"[1616 , \"JEWELRY\"],\n",
"[1617 , \"EAR PROTECTION DEVICES\"],\n",
"[1618 , \"RESPIRATORY PROTECTION DEVICES\"],\n",
"[1619 , \"PERSONAL PROTECTION DEVICES\"],\n",
"[1620 , \"HEARING AIDS\"],\n",
"[1622 , \"WATCHES\"],\n",
"[1623 , \"LUGGAGE\"],\n",
"[1624 , \"CONTACT LENSES\"],\n",
"[1625 , \"LIGHTED MAKE,UP MIRRORS\"],\n",
"[1629 , \"NONELECTRIC TOOTHBRUSHES\"],\n",
"[1630 , \"PAPER MONEY OR COINS\"],\n",
"[1634 , \"HEAT OR INFRARED LAMPS\"],\n",
"[1635 , \"DENTURES OR FALSE TEETH\"],\n",
"[1636 , \"ORTHODONTIC BRACES\"],\n",
"[1637 , \"ELECTRIC COMBS\"],\n",
"[1638 , \"COMBS OR HAIRBRUSHES UNPOWERED\"],\n",
"[1641 , \"CLOTHESBRUSHES\"],\n",
"[1643 , \"KEYS KEY RINGS OR KEY CHAINS\"],\n",
"[1644 , \"NIGHTWEAR\"],\n",
"[1645 , \"DAY WEAR\"],\n",
"[1646 , \"OUTERWEAR\"],\n",
"[1647 , \"CLOTHING ACCESSORIES\"],\n",
"[1650 , \"DESK SUPPLIES\"],\n",
"[1651 , \"COMBS NOT SPECIFIED\"],\n",
"[1654 , \"PAPER CUTTERS\"],\n",
"[1658 , \"CLOTHING NOT SPECIFIED\"],\n",
"[1659 , \"MANICURE PEDICURE AND MAKE,UP BRUSHES/TOOLS\"],\n",
"[1660 , \"UMBRELLAS\"],\n",
"[1661 , \"NONELECTRIC RAZORS OR SHAVERS\"],\n",
"[1662 , \"HAIR GROOMING EQUIPMENT OR ACCESSORIES N.S.\"],\n",
"[1664 , \"ELECTRIC RAZORS OR SHAVERS\"],\n",
"[1666 , \"TEETH CLEANING DEVICES NOT SPECIFIED\"],\n",
"[1667 , \"RAZORS OR SHAVERS NOT SPECIFIED\"],\n",
"[1669 , \"PINS AND NEEDLES\"],\n",
"[1671 , \"SEWING BASKET ARTICLES\"],\n",
"[1674 , \"HARD CONTACT LENSES\"],\n",
"[1675 , \"SOFT CONTACT LENSES\"],\n",
"[1676 , \"CONTACT LENSES NOT SPECIFIED\"],\n",
"[1677 , \"OTHER CLOTHING\"],\n",
"[1678 , \"BATH OR FACIAL CLEANSING BRUSHES\"],\n",
"[1679 , \"GROCERY OR SHOPPING CARTS\"],\n",
"[1680 , \"DOLLIES HANDTRUCKS OR LUGGAGE CARRIERS\"],\n",
"[1681 , \"SUNTAN BOOTHS\"],\n",
"[1682 , \"HAIR CURLERS CURLING IRONS CLIPS & HAIRPINS\"],\n",
"[1683 , \"HAIR CLIPPERS AND TRIMMERS\"],\n",
"[1684 , \"CARTS OTHER OR NOT SPECIFIED\"],\n",
"[1685 , \"PENS AND PENCILS\"],\n",
"[1686 , \"COINS\"],\n",
"[1687 , \"LIGHTERS NOT SPECIFIED\"],\n",
"[1688 , \"FUEL MULTI,PURPOSE LIGHTERS INCL. MICRO,TORCHES\"],\n",
"[1689 , \"ELECTRIC MULTI,PURPOSE LIGHTERS\"],\n",
"[1690 , \"MULTI,PURPOSE LIGHTERS NOT SPECIFIED\"],\n",
"[1701 , \"ARTIFICIAL CHRISTMAS TREES\"],\n",
"[1705 , \"ASHTRAYS\"],\n",
"[1706 , \"CRUTCHES CANES OR WALKERS\"],\n",
"[1707 , \"WHEELCHAIRS\"],\n",
"[1708 , \"SPECIAL BEDS OR ORTHOPEDIC BEDS\"],\n",
"[1710 , \"FIRST AID EQUIPMENT\"],\n",
"[1711 , \"CHRISTMAS TREE LIGHTS\"],\n",
"[1712 , \"CHRISTMAS TREE STANDS OR SUPPORTS\"],\n",
"[1714 , \"SEASONAL DECORATIONS\"],\n",
"[1715 , \"PET SUPPLIES\"],\n",
"[1716 , \"HYPODERMIC NEEDLES OR SYRINGES\"],\n",
"[1717 , \"ORTHOPEDIC BRACES\"],\n",
"[1718 , \"FLARES\"],\n",
"[1719 , \"LUNCH BOXES OR PAILS\"],\n",
"[1720 , \"PARTY FAVORS\"],\n",
"[1724 , \"LASERS\"],\n",
"[1725 , \"CATHODE,RAY TUBES\"],\n",
"[1726 , \"LOCKERS\"],\n",
"[1727 , \"TRAFFIC CONTROL DEVICES\"],\n",
"[1728 , \"MATCHBOOKS\"],\n",
"[1729 , \"CHRISTMAS DECORATIONS (NONELECTRIC)\"],\n",
"[1730 , \"WOODEN MATCHES\"],\n",
"[1731 , \"MATCHES NOT SPECIFIED\"],\n",
"[1732 , \"TOMBSTONES OR GRAVE MARKERS\"],\n",
"[1733 , \"VENDING MACHINES\"],\n",
"[1734 , \"MUSIC BOXES OR CHIMES\"],\n",
"[1735 , \"COIN,OPERATED CAR,WASHING EQUIPMENT\"],\n",
"[1736 , \"ELECTRIC CHRISTMAS DECORATIONS (EXCL. TREE LIGHTS)\"],\n",
"[1737 , \"HOUSEPLANTS\"],\n",
"[1738 , \"PUBLIC USE ITEMS NOT ELSEWHERE CLASSIFIED\"],\n",
"[1739 , \"ASHTRAYS ELECTRIC OR BATTERY OPERATED\"],\n",
"[1740 , \"ASHTRAYS NOT ELEC. OR BATTERY OR NOT SPECIFIED\"],\n",
"[1741 , \"TARPAULINS\"],\n",
"[1742 , \"HEATING OR COOLING COMFORT PACKS (NONELECTRIC)\"],\n",
"[1743 , \"THERMOMETERS MEDICAL\"],\n",
"[1744 , \"MOTORIZED VEHICLES NEC (3 OR MORE WHEELS)\"],\n",
"[1803 , \"THERMAL OR SOUND INSULATION MATERIALS\"],\n",
"[1807 , \"FLOORS OR FLOORING MATERIALS\"],\n",
"[1808 , \"OUTDOOR AWNINGS OR SHUTTERS\"],\n",
"[1811 , \"BRICKS OR CONCRETE BLOCKS (NOT PART OF STRUCTURE)\"],\n",
"[1812 , \"GUTTERS DRAINPIPES DOWNSPOUTS OR RUN,OFF PIPES\"],\n",
"[1814 , \"ELEVATORS OR OTHER LIFTS\"],\n",
"[1816 , \"SCAFFOLDING\"],\n",
"[1817 , \"PORCHES BALCONIES OPEN,SIDE FLOORS OR FLOOR OPENINGS\"],\n",
"[1818 , \"CISTERNS CESSPOOLS OR SEPTIC TANKS\"],\n",
"[1819 , \"NAILS SCREWS CARPET TACKS OR THUMBTACKS\"],\n",
"[1820 , \"CABINET OR DOOR HARDWARE\"],\n",
"[1821 , \"CLOTHESLINES OR CLOTHES DRYING RACKS\"],\n",
"[1823 , \"STORM DOORS WITH GLASS PANELS\"],\n",
"[1825 , \"SLIDING GLASS DOORS OR PANELS\"],\n",
"[1826 , \"STORM WINDOWS\"],\n",
"[1827 , \"SCREEN DOORS\"],\n",
"[1828 , \"WINDOW SCREENS\"],\n",
"[1829 , \"HANDRAILS RAILINGS OR BANISTERS\"],\n",
"[1830 , \"SEPARATE GARAGES OR TOOL SHEDS\"],\n",
"[1836 , \"JALOUSIE GLASS WINDOWS\"],\n",
"[1838 , \"LUMBER BOARDS OR PANEL PIECES (NOT PART OF STRUCTURE)\"],\n",
"[1840 , \"PULL,DOWN OR FOLDING STAIRS\"],\n",
"[1841 , \"MOBILE HOMES\"],\n",
"[1842 , \"STAIRS OR STEPS\"],\n",
"[1843 , \"RAMPS OR LANDINGS\"],\n",
"[1845 , \"PANEL DOORS (FLUSH OR SLAB)\"],\n",
"[1849 , \"DOORS NOT SPECIFIED\"],\n",
"[1854 , \"PLASTIC PANELS FOR DOORS OR WINDOWS\"],\n",
"[1855 , \"PLASTIC PRODUCTS NOT ELSEWHERE CLASSIFIED\"],\n",
"[1857 , \"ARTIFICIAL TURF\"],\n",
"[1858 , \"STORM DOORS WITHOUT GLASS PANELS\"],\n",
"[1863 , \"WALLPAPER\"],\n",
"[1864 , \"COUNTERS OR COUNTERTOPS\"],\n",
"[1865 , \"POLES\"],\n",
"[1866 , \"GENERAL HOME OR ROOM INVOLVEMENT IN FIRES\"],\n",
"[1867 , \"FIXED FLOOR,LENGTH GLASS PANELS\"],\n",
"[1870 , \"WINDOW SILLS OR FRAMES\"],\n",
"[1871 , \"FENCES OR FENCE POSTS\"],\n",
"[1873 , \"WINDOWS OR WINDOW GLASS NOT SPECIFIED\"],\n",
"[1875 , \"OTHER WINDOWS OR WINDOW GLASS\"],\n",
"[1876 , \"HOUSE REPAIR OR CONSTRUCTION MATERIALSNEC\"],\n",
"[1878 , \"DOOR SILLS OR FRAMES\"],\n",
"[1879 , \"OTHER NONGLASS DOORS (NONGARAGE)\"],\n",
"[1880 , \"NONGLASS DOORS (NONGARAGE) NOT SPECIFIED\"],\n",
"[1882 , \"OTHER GLASS DOORS\"],\n",
"[1883 , \"GLASS DOORS NOT SPECIFIED\"],\n",
"[1884 , \"CEILINGS AND WALLS (INTERIOR PART OF COMPLETED STRUCTURE)\"],\n",
"[1885 , \"WOOD PANELING AND PARTICLEBOARD\"],\n",
"[1886 , \"GARAGE DOORS (EXCL. AUTOMATIC GARAGE DOORS OR OPENERS)\"],\n",
"[1887 , \"TOOL SHEDS\"],\n",
"[1888 , \"WINDOW OR DOOR SECURITY BARRIERS\"],\n",
"[1889 , \"ELEVATORS OR OTHER LIFTS (EXCL. ESCALATORS HOISTS JACKS)\"],\n",
"[1890 , \"ESCALATORS\"],\n",
"[1891 , \"MOVING WALKS\"],\n",
"[1892 , \"GLASS DOORS OR DOORS WITH GLASS PANELS\"],\n",
"[1893 , \"DOORS OTHER OR NOT SPECIFIED\"],\n",
"[1894 , \"WINDOWS AND WINDOW GLASS OTHER THAN STORM WINDOWS\"],\n",
"[1895 , \"TREE STANDS (HUNTING)\"],\n",
"[1898 , \"GAS FUMES OR GAS VAPORS OF UNKNOWN ORIGIN\"],\n",
"[1899 , \"CARBON MONOXIDE POISONING (WHEN SOURCE IS UNKNOWN)\"],\n",
"[1901 , \"MOTOR VEHICLES OR PARTS (LICENSED FOUR OR MORE WHEELS)\"],\n",
"[1902 , \"TRAINS\"],\n",
"[1903 , \"ALCOHOL (BEVERAGE)\"],\n",
"[1906 , \"AIRCRAFT\"],\n",
"[1909 , \"CIGARETTES CIGARS PIPES OR TOBACCO\"],\n",
"[1910 , \"LICENSED TWO,WHEELED MOTOR VEHICLES\"],\n",
"[1913 , \"COSMETICS INCL FACIAL & EYE MAKE,UP DEODORANTS ETC.\"],\n",
"[1914 , \"VETERINARY MEDICINES\"],\n",
"[1915 , \"LINIMENTS OR RUBBING COMPOUNDS\"],\n",
"[1916 , \"PREPARATIONS CONTAINING IRON SALTS\"],\n",
"[1923 , \"ASPIRIN OR ASPIRIN COMPOUNDS\"],\n",
"[1926 , \"PESTICIDES\"],\n",
"[1927 , \"LIQUID DRUGS\"],\n",
"[1928 , \"ANTIHISTAMINES\"],\n",
"[1929 , \"DRUGS OR MEDICATIONS NOT SPECIFIED\"],\n",
"[1930 , \"ASPIRIN SUBSTITUTES\"],\n",
"[1931 , \"TABLET OR CAPSULE DRUGS\"],\n",
"[1932 , \"OTHER DRUGS OR MEDICATIONS\"],\n",
"[1933 , \"FOODS (EXCLUDING HOT WATER)\"],\n",
"[1934 , \"HOT WATER\"],\n",
"[1935 , \"GUNPOWDER OR AMMUNITION\"],\n",
"[1936 , \"BBS OR PELLETS\"],\n",
"[1937 , \"AIR BAGS DEPLOYED (FOR NHTSA STUDY)\"],\n",
"[1939 , \"ILLEGAL DRUGS (INCL COCAINE CRACK HEROIN MARIJ PCP)\"],\n",
"[1940 , \"MOUTHWASHES OR MOUTH RINSES (EXCLUDING PEROXIDE)\"],\n",
"[2001 , \"ANIMAL INDUCED INJURY\"],\n",
"[2002 , \"PLANTS TREES AND SHRUBS\"],\n",
"[2003 , \"INSECT INDUCED INJURIES\"],\n",
"[2200 , \"INDUSTRIAL EQUIPMENT\"],\n",
"[2288 , \"NO PRODUCT INVOLVED (OCCUPATIONAL INJURIES ONLY)\"],\n",
"[2300 , \"SCHOOL EQUIPMENT\"],\n",
"[2400 , \"MEDICAL EQUIPMENT\"],\n",
"[2401 , \"RADIOGRAPHIC EQUIPMENT\"],\n",
"[2402 , \"FLUOROSCOPIC EQUIPMENT\"],\n",
"[2403 , \"THERAPEUTIC EQUIPMENT\"],\n",
"[2404 , \"GERMICIDAL LAMPS\"],\n",
"[2405 , \"DIATHERMY EQUIPMENT (SHORT WAVE MICROWAVE ULTRASONIC)\"],\n",
"[2406 , \"BRACING OR SUPPORTING DEVICES\"],\n",
"[2407 , \"BATHS (MEDICAL EQUIPMENT)\"],\n",
"[2408 , \"CATHETERS\"],\n",
"[2409 , \"CONTRACEPTIVE DEVICES INCLUDING IUDS\"],\n",
"[2415 , \"DENTAL PADS OR RELINERS\"],\n",
"[2420 , \"EAR PIERCING DEVICES\"],\n",
"[2423 , \"HEART VALVES ARTIFICIAL\"],\n",
"[2425 , \"TRACTION EQUIPMENT (HOME USE)\"],\n",
"[2429 , \"INVITRO DIAGNOSTIC KITS\"],\n",
"[2430 , \"KIDNEY DIALYSIS MACHINES\"],\n",
"[2431 , \"INTRAOCULAR DEVICES\"],\n",
"[2435 , \"OXYGEN ADMINISTRATION APPARATUS\"],\n",
"[2437 , \"PACEMAKERS CARDIAC\"],\n",
"[2439 , \"STIMULATORS ELECTRICAL\"],\n",
"[2440 , \"SUPPORT GARMENTS AND STOCKINGS MEDICAL\"],\n",
"[2443 , \"STERILIZERS MEDICAL\"],\n",
"[2447 , \"RADIATION THERAPY EQUIPMENT\"],\n",
"[2448 , \"OSTOMY APPLIANCES\"],\n",
"[2450 , \"ANESTHESIOLOGICAL DEVICES NOT ELSEWHERE CLASSIFIED\"],\n",
"[2452 , \"CARDIOVASCULAR DEVICES NOT ELSEWHERE CLASSIFIED\"],\n",
"[2454 , \"DENTAL DEVICES NOT ELSEWHERE CLASSIFIED\"],\n",
"[2456 , \"EAR NOSE AND THROAT DEVICES NOT ELSEWHERE CLASSIFIED\"],\n",
"[2458 , \"GASTROENTEROLOGICAL OR UROLOGICAL DEVICES\"],\n",
"[2460 , \"GENERAL OR PLASTIC SURGERY DEVICES\"],\n",
"[2462 , \"OTHER HOSPITAL OR PERSONAL USE MEDICAL DEVICES\"],\n",
"[2464 , \"NEUROLOGICAL DEVICES NOT ELSEWHERE CLASSIFIED\"],\n",
"[2466 , \"OBSTETRICAL OR GYNECOLOGICAL DEVICES\"],\n",
"[2468 , \"OPHTHALMIC DEVICES NOT ELSEWHERE CLASSIFIED\"],\n",
"[2470 , \"PHYSIATRIC DEVICES NOT ELSEWHERE CLASSIFIED\"],\n",
"[2472 , \"RADIOLOGICAL DEVICES NOT ELSEWHERE CLASSIFIED\"],\n",
"[2474 , \"ARTIFICIAL LIMBS\"],\n",
"[2475 , \"ATOMIZING DEVICES\"],\n",
"[2476 , \"MONITORING SYSTEMS MEDICAL\"],\n",
"[2477 , \"MEDICAL GLOVES\"],\n",
"[2479 , \"PROSTHETIC DEVICES OTHER\"],\n",
"[2480 , \"RESPIRATORY DEVICES NOT ELSEWHERE CLASSIFIED\"],\n",
"[2500 , \"ANTIPERSPIRANTS AND DEODORANTS (UNDERARM)\"],\n",
"[2510 , \"BATH PRODUCTS\"],\n",
"[2511 , \"BUBBLE BATHS\"],\n",
"[2520 , \"DEPILATORIES OR HAIR REMOVERS\"],\n",
"[2531 , \"EYE MASCARAS\"],\n",
"[2532 , \"EYELINERS\"],\n",
"[2533 , \"OTHER EYE MAKE,UP PREPARATIONS\"],\n",
"[2534 , \"EYE MAKE,UP PREPARATIONS NOT SPECIFIED\"],\n",
"[2540 , \"FACE CARE PREPARATIONS\"],\n",
"[2541 , \"FACE HORMONE CREAMS\"],\n",
"[2550 , \"FRAGRANCE PREPARATIONS\"],\n",
"[2560 , \"HAND AND BODY CREAMS OR LOTIONS\"],\n",
"[2571 , \"HAIR COLORING SHAMPOOS\"],\n",
"[2572 , \"HAIR DYES (PERMANENT DARK TONES)\"],\n",
"[2573 , \"HAIR LIGHTENERS WITH COLOR (PERMANENT BLOND TONES)\"],\n",
"[2574 , \"HAIR COLORING PREPARATIONS NOT SPECIFIED\"],\n",
"[2575 , \"OTHER HAIR COLORING PREPARATIONS\"],\n",
"[2580 , \"HAIR GROOMING PREPARATIONS\"],\n",
"[2590 , \"NONCOLORING HAIR SHAMPOOS\"],\n",
"[2600 , \"HAIR SPRAYS\"],\n",
"[2610 , \"HAIR WAVING PREPARATIONS OR STRAIGHTENERS\"],\n",
"[2621 , \"MAKE,UP PREPARATIONS\"],\n",
"[2630 , \"NAIL PREPARATIONS\"],\n",
"[2631 , \"NAIL HARDENERS\"],\n",
"[2640 , \"ORAL HYGIENE PRODUCTS\"],\n",
"[2650 , \"GENITAL AREA PRODUCTS\"],\n",
"[2660 , \"POWDER PREPARATIONS\"],\n",
"[2670 , \"SHAVING PREPARATIONS\"],\n",
"[2680 , \"SOAPS\"],\n",
"[2690 , \"SUNTAN OR SUNSCREEN PREPARATIONS\"],\n",
"[3200 , \"WATER TUBING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3202 , \"PEDAL,POWERED ADULT VEHICLES (THREE OR MORE WHEELS)\"],\n",
"[3203 , \"SKEET SHOOTING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3211 , \"GROUND WATER SLIDES\"],\n",
"[3214 , \"CAMPING EQUIPMENT\"],\n",
"[3215 , \"MOPEDS OR POWER,ASSISTED CYCLES\"],\n",
"[3216 , \"ROLLER SKATING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3217 , \"SKATING (ACTIVITY APPAREL OR EQUIPMENT) NOT SPECIFIED\"],\n",
"[3218 , \"CHARCOAL OR WOOD,BURNING GRILLS\"],\n",
"[3219 , \"OTHER PLAYGROUND EQUIPMENT\"],\n",
"[3220 , \"VOLLEYBALL (ACTIVITY APPAREL OR EQUIPMENT) N.S.\"],\n",
"[3221 , \"ABOVE,GROUND SWIMMING POOLS (EXCL PORTABLE POOLS)\"],\n",
"[3222 , \"BADMINTON (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3223 , \"FISHING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3224 , \"OTHER GUNS OR FIREARMS\"],\n",
"[3225 , \"ORGANIZED SOCCER (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3226 , \"BASKETBALL (ACTIVITY APPAREL OR EQUIPMENT) N.S.\"],\n",
"[3227 , \"INFORMAL FOOTBALL (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3228 , \"ORGANIZED BASEBALL (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3229 , \"ELECTRIC GRILLS\"],\n",
"[3230 , \"KEROSENE GRILLS OR STOVES\"],\n",
"[3231 , \"GYMNASTICS (ACTIVITY APPAREL OR EQUIPMENT) N.S.\"],\n",
"[3233 , \"OTHER GRILLS OR STOVES\"],\n",
"[3234 , \"RUGBY (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3235 , \"OTHER BALL SPORTS (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3236 , \"BALL SPORTS (ACTIVITY APPAREL OR EQUIPMENT) N.S.\"],\n",
"[3237 , \"ORGANIZED GYMNASTICS (ACTIVITY APPAREL OR EQUIP.)\"],\n",
"[3240 , \"INFORMAL BASEBALL (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3241 , \"INFORMAL SOCCER (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3242 , \"ORGANIZED BASKETBALL (ACTIVITY APPAREL OR EQUIP.)\"],\n",
"[3243 , \"ORGANIZED VOLLEYBALL (ACTIVITY APPAREL OR EQUIP.)\"],\n",
"[3244 , \"FOOTBALL (ACTIVITY APPAREL OR EQUIPMENT) N.S.\"],\n",
"[3245 , \"STREET HOCKEY (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3246 , \"SWINGS OR SWING SETS\"],\n",
"[3247 , \"ICE OR SNOW BOATING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3248 , \"GAS OR LP GRILLS OR STOVES (FOR OUTDOOR USE)\"],\n",
"[3249 , \"GRILLS NOT SPECIFIED\"],\n",
"[3250 , \"PORTABLE FOOD OR BEVERAGE COOLERS\"],\n",
"[3251 , \"BUILT,IN SWIMMING POOLS\"],\n",
"[3252 , \"SLEEPING BAGS\"],\n",
"[3253 , \"GUNS NOT SPECIFIED\"],\n",
"[3254 , \"CHEERLEADING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3255 , \"ICE SKATING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3256 , \"SQUASH RACQUET BALL OR PADDLE BALL\"],\n",
"[3257 , \"MARTIAL ARTS (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3258 , \"MINIBIKES OR TRAIL BIKES\"],\n",
"[3259 , \"GO,CARTS\"],\n",
"[3260 , \"FENCING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3261 , \"SHUFFLEBOARD (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3262 , \"SWIMMING POOL EQUIPMENT\"],\n",
"[3263 , \"INFORMAL GYMNASTICS (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3265 , \"WEIGHT LIFTING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3267 , \"INFORMAL BASKETBALL (ACTIVITY APPAREL OR EQUIP.)\"],\n",
"[3268 , \"INFORMAL VOLLEYBALL (ACTIVITY APPAREL OR EQUIP.)\"],\n",
"[3269 , \"ORGANIZED FOOTBALL (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3270 , \"BASEBALL (ACTIVITY APPAREL OR EQUIP.) NOT SPECIFIED\"],\n",
"[3271 , \"SOCCER (ACTIVITY APPAREL OR EQUIPMENT) NOT SPECIFIED\"],\n",
"[3272 , \"HOCKEY (ACTIVITY APPAREL OR EQUIPMENT) NOT SPECIFIED\"],\n",
"[3273 , \"PLAYGROUND EQUIPMENT NOT SPECIFIED\"],\n",
"[3274 , \"SWIMMING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3276 , \"WATER POLO (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3277 , \"EXERCISE EQUIPMENT\"],\n",
"[3278 , \"DANCING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3279 , \"FLOTATION TOYS (EXCL OFFICIAL LIFE,SAVING DEVICES)\"],\n",
"[3282 , \"CURLING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3283 , \"SNOW SKIING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3284 , \"TENNIS (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3285 , \"ALL TERRAIN VEHICLES (THREE WHEELS/OFF,ROAD ONLY)\"],\n",
"[3286 , \"ALL TERRAIN VEHICLES (FOUR WHEELS/OFF ROAD ONLY)\"],\n",
"[3287 , \"ALL TERRAIN VEHICLES (OF WHEELS UNSPECIFIED/OFF ROAD)\"],\n",
"[3288 , \"DUNE BUGGIES/BEACH BUGGIES\"],\n",
"[3289 , \"DARTS FOR INDOOR USE (ACTIVITY OR EQUIPMENT)\"],\n",
"[3290 , \"DARTS LAWN (ACTIVITY OR EQUIPMENT)\"],\n",
"[3291 , \"DARTS NOT OTHERWISE SPECIFIED (N.O.S.)\"],\n",
"[3292 , \"PERSONAL WATERCRAFT POWERED\"],\n",
"[3293 , \"WATER SLIDES NOT ELSEWHERE CLASSIFIED\"],\n",
"[3294 , \"WATER SLIDES BACKYARD/HOME (NOT SWIMMING POOL SLIDES)\"],\n",
"[3295 , \"WATER SLIDES PUBLIC (STATIONARY AMUSEMENT RIDES)\"],\n",
"[3296 , \"ALL TERR. VEH. (MORE THAN 4 WHEELS EXCLUSIVELY OFF,RD)\"],\n",
"[3297 , \"IN,LINE SKATING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3298 , \"BOATS AND BOATING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[3299 , \"EXERCISE (ACTIVITY OR APPAREL W/O EQUIP)\"],\n",
"[4002 , \"BEDDING NOT SPECIFIED\"],\n",
"[4003 , \"STOOLS NOT SPECIFIED\"],\n",
"[4004 , \"MIRRORS OR MIRROR GLASS\"],\n",
"[4005 , \"FILTERS\"],\n",
"[4008 , \"NONELECTRIC BLANKETS\"],\n",
"[4009 , \"NONBABY MATTRESSES\"],\n",
"[4010 , \"MATTRESSES NOT SPECIFIED\"],\n",
"[4011 , \"INFLATABLE FURNITURE\"],\n",
"[4013 , \"OTHER FURNITURE\"],\n",
"[4014 , \"FURNITURE NOT SPECIFIED\"],\n",
"[4015 , \"UPHOLSTERED FOOTSTOOLS OTTOMANS OR HASSOCKS\"],\n",
"[4016 , \"BEACH CHAIRS OR FOLDING CHAIRS\"],\n",
"[4017 , \"NONUPHOLSTERED RECLINER CHAIRS\"],\n",
"[4018 , \"NONUPHOLSTERED ROCKING CHAIRS\"],\n",
"[4019 , \"UPHOLSTERED RECLINER CHAIRS\"],\n",
"[4020 , \"UPHOLSTERED ROCKING CHAIRS\"],\n",
"[4021 , \"OTHER CHAIRS\"],\n",
"[4022 , \"CHAIRS NOT SPECIFIED\"],\n",
"[4023 , \"RECLINER CHAIRS NOT SPECIFIED\"],\n",
"[4024 , \"ROCKING CHAIRS NOT SPECIFIED\"],\n",
"[4025 , \"BARSTOOLS OR KITCHEN STOOLS\"],\n",
"[4026 , \"OTHER STOOLS\"],\n",
"[4030 , \"BATHTUB OR SHOWER ENCLOSURES NOT SPECIFIED\"],\n",
"[4032 , \"OTHER LADDERS\"],\n",
"[4033 , \"LADDERS NOT SPECIFIED\"],\n",
"[4036 , \"ELECTRIC TABLE LAMPS FLOOR LAMPS OR DESK LAMPS\"],\n",
"[4039 , \"OTHER ELECTRIC LIGHTING EQUIPMENT\"],\n",
"[4041 , \"ELECTRIC LIGHTING EQUIPMENT NOT SPECIFIED\"],\n",
"[4042 , \"LIGHTING EQUIPMENT NOT SPECIFIED\"],\n",
"[4043 , \"CLOCKS\"],\n",
"[4045 , \"FABRICS (NOT PART OF FINISHED ITEM)\"],\n",
"[4047 , \"BOOKS MAGAZINES ALBUMS OR SCRAPBOOKS\"],\n",
"[4050 , \"PILLOWS\"],\n",
"[4051 , \"SHEETS OR PILLOWCASES\"],\n",
"[4052 , \"OTHER UPHOLSTERED CHAIRS\"],\n",
"[4053 , \"UPHOLSTERED CHAIRS NOT SPECIFIED\"],\n",
"[4054 , \"OTHER BEDDING\"],\n",
"[4055 , \"DRAPERY OR CURTAIN RODS HOOKS OR RINGS\"],\n",
"[4056 , \"CABINETS RACKS ROOM DIVIDERS AND SHELVES NEC\"],\n",
"[4057 , \"TABLES (EXCL. BABY CHANGING TABLES BILLIARD OR POOL TABLES\"],\n",
"[4058 , \"BARS AND BAR ACCESSORIES NOT ELSEWHERE CLASSIFIED\"],\n",
"[4059 , \"SCALES (EXCL. BABY SCALES)\"],\n",
"[4060 , \"FUEL,BURNING LIGHTING EQUIPMENT\"],\n",
"[4061 , \"ELECTRIC OUTLETS OR RECEPTACLES\"],\n",
"[4062 , \"ELECTRIC WIRE OR WIRING SYSTEMS (EXCL PANELBOARDS RECEPT\"],\n",
"[4063 , \"PANELBOARDS CIRCUIT BREAKERS GFCIS OR FUSES\"],\n",
"[4064 , \"FUTONS\"],\n",
"[4065 , \"CLOCKS ELECTRIC OR BATTERY OPERATED\"],\n",
"[4066 , \"SCALES ELECTRIC/BATTERY OPERATED (EXCLUD. BABY SCALES)\"],\n",
"[4067 , \"CLOCKS NOT ELEC. OR BATTERY OR NOT SPECIFIED\"],\n",
"[4068 , \"SCALES NOT ELEC. OR BATTERY OR NOT SPECIFIED\"],\n",
"[4069 , \"COTS\"],\n",
"[4070 , \"FLOOR LAMPS OR TABLE LAMPS HALOGEN\"],\n",
"[4071 , \"FLOOR LAMPS OR TABLE LAMPS ELECTRIC (EXCL HALOGEN)\"],\n",
"[4072 , \"BEDSPRINGS OR BEDFRAMES EXCL BUNK BEDS & ADULT BED RAILS\"],\n",
"[4073 , \"ADULT BED RAILS\"],\n",
"[4074 , \"CHAIRS OTHER OR NOT SPECIFIED\"],\n",
"[4075 , \"BED RAILS\"],\n",
"[4076 , \"BEDS OR BEDFRAMES OTHER OR NOT SPECIFIED\"],\n",
"[4077 , \"EXTENSION OR STRAIGHT LADDERS\"],\n",
"[4078 , \"LADDERS OTHER OR NOT SPECIFIED\"],\n",
"[4079 , \"FOOTSTOOLS OTTOMANS OR HASSOCKS\"],\n",
"[4080 , \"STOOLS OTHER OR NOT SPECIFIED\"],\n",
"[4081 , \"CORDS ELECTRICAL OTHER OR NOT SPECIFIED\"],\n",
"[4082 , \"TODDLER BEDS\"],\n",
"[4083 , \"SURGE SUPPRESSORS OR POWER STRIPS\"],\n",
"[4084 , \"RESIDENTIAL ALTERNATIVE ENERGY SYSTEMS FOR ON,SITE POWER GEN\"],\n",
"[4802 , \"STRAPS NON,STRETCH OTHER OR NOT SPECIFIED\"],\n",
"[5001 , \"OTHER TOY WEAPONS (PROJECTILE)\"],\n",
"[5004 , \"TOYS NOT ELSEWHERE CLASSIFIED\"],\n",
"[5005 , \"RIDING TOYS NOT SPECIFIED\"],\n",
"[5006 , \"OTHER TOY GUNS\"],\n",
"[5007 , \"TOY WEAPONS NOT SPECIFIED\"],\n",
"[5010 , \"CRAYONS OR CHALK\"],\n",
"[5011 , \"BOOK BAGS OR BACK CARRIERS (EXC. BABY CARR. LUGGAGE CAM\"],\n",
"[5013 , \"TOY MAKE,UP KITS OR COSMETICS\"],\n",
"[5015 , \"TOY CAPS CAP TOYS OR CAP GUNS\"],\n",
"[5016 , \"BALLS OTHER OR NOT SPECIFIED\"],\n",
"[5017 , \"FLYING DISCS AND BOOMERANGS\"],\n",
"[5018 , \"DOLL HOUSES AND OTHER PLAY SCENES\"],\n",
"[5019 , \"GAMES OR GAME PARTS (EXCL MARBLES & COMPUTER GAMES)\"],\n",
"[5020 , \"PRETEND ELECTRONICS TOOLS HOUSEWARES & APPLIANCES\"],\n",
"[5021 , \"TOY VEHICLES (EXCLUDING RIDING TOYS)\"],\n",
"[5029 , \"CAMPING EQUIPMENT (EXCL. TRAILERS LIGHTING EQUIPMENT\"],\n",
"[5030 , \"TRACK & FIELD (ACT. APPAREL EQP.; EX. JOG RUN FIT)\"],\n",
"[5031 , \"SNOWBOARDING (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[5032 , \"ROLLER HOCKEY (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[5033 , \"MOUNTAIN OR ALL,TERRAIN BICYCLES AND ACCESSORIES\"],\n",
"[5034 , \"SOFTBALL (ACTIVITY APPAREL OR EQUIPMENT)\"],\n",
"[5035 , \"MINIBIKES POWERED\"],\n",
"[5036 , \"TWO,WHEELED POWERED OFF,ROAD VEHICLES\"],\n",
"[5037 , \"HAMMOCKS\"],\n",
"[5038 , \"PERSONAL FITNESS/ACTIVITY TRACKERS\"],\n",
"[5040 , \"BICYCLES AND ACCESSORIES (EXCL.MOUNTAIN OR ALL,TERRAIN)\"],\n",
"[5041 , \"BASEBALL (ACTIVITY APPAREL OR EQUIPMENT; EXCL SOFTBALL)\"],\n",
"[5042 , \"SCOOTERS / SKATEBOARDS POWERED\"],\n",
"[5043 , \"PORTABLE SWIMMING POOLS\"],\n",
"[5044 , \"UTILITY VEHICLES\"],\n",
"[5555 , \"< 5 POISONINGS NO OTHER CODE\"],\n",
"[6666 , \"INHALED/ABUSED SUBSTANCE\"],\n",
"[7001 , \"YARD / HOME IMPROVEMENT EQUIP CONSUMER USE NO OTHER CODE\"],\n",
"[7777 , \"OTHER PRODUCT\"],\n",
"[7878 , \"NO PRODUCT INVOLVED / PRODUCT NOT LISTED\"],\n",
"[8888 , \"NO PRODUCT\"],\n",
"[9000 , \"ASSIGNED CASE WITH OUT OF SCOPE PRODUCT\"],\n",
"[9001 , \"MENTAL HEALTH SERVICES STUDY\"],\n",
"[9002 , \"SEXUAL VIOLENCE\"],\n",
"[9003 , \"NONSEXUAL INTIMATE PARTNER VIOLENCE\"],\n",
"[9100 , \"OUT OF SCOPE PRODUCT RETAILER REPORT\"],\n",
"[9200 , \"DRYWALL CONTROL NO COMPLAINT\"],\n",
"[9999 , \"UNCATEGORIZED PRODUCT\"]]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive product involved, use for-loop to assign new product-1\n",
"prodNew1=[]\n",
"\n",
"for code in TraumaData['Product_1']:\n",
" for (productCode, productDesc) in productDic:\n",
" if code=='':\n",
" productDesc ='missed'\n",
" prodNew1.append(productDesc)\n",
" elif code == productCode:\n",
" prodNew1.append(productDesc)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive product involved, use for-loop to assign new product-2\n",
"prodNew2=[]\n",
"\n",
"for code in TraumaData['Product_2']:\n",
" for (productCode, productDesc) in productDic:\n",
" if code=='':\n",
" productDesc ='missed'\n",
" prodNew2.append(productDesc)\n",
" elif code == productCode:\n",
" prodNew2.append(productDesc)\n",
" break "
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for descriptive product involved, use for-loop to assign new product-3\n",
"prodNew3=[]\n",
"\n",
"for code in TraumaData['Product_3']:\n",
" for (productCode, productDesc) in productDic:\n",
" if code=='':\n",
" productDesc ='missed'\n",
" prodNew3.append(productDesc)\n",
" elif code == productCode:\n",
" prodNew3.append(productDesc)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# Create new array for age\n",
"ageNew=[]\n",
"\n",
"for age in TraumaData['Age']:\n",
" if age=='':\n",
" newAge ='missed'\n",
" ageNew.append(newAge)\n",
" elif age < 201:\n",
" newAge = age\n",
" ageNew.append(newAge)\n",
" else:\n",
" newAge = (age-200)/12\n",
" ageNew.append(newAge)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"TraumaData['Age']=ageNew\n",
"TraumaData['Location']=LocNew\n",
"TraumaData['Diagnosis1']=DiagNew1\n",
"#TraumaData['Diagnosis2']=DiagNew2\n",
"TraumaData['Disposition']=DispNew\n",
"TraumaData['Alcohol']=EtOHNew\n",
"TraumaData['Drugs']=DrugNew\n",
"TraumaData['Sex']=genderNew\n",
"TraumaData['Race']=raceNew\n",
"TraumaData['Product1']=prodNew1\n",
"TraumaData['Product2']=prodNew2\n",
"TraumaData['Product3']=prodNew3\n",
"TraumaData['BodyPart']=BPNew"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"df=TraumaData[['Treatment_Date','Age','Sex','Race','BodyPart','Diagnosis1','Disposition','Location',\n",
" 'Product1','Product2','Product3','Alcohol', 'Drugs', ]]\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
"writer = pd.ExcelWriter('newtraumadata.xlsx')\n",
"# write dataframe to excel sheet named 'page1'\n",
"df.to_excel(writer, 'page1')\n",
"# save the excel file\n",
"writer.save()"
]
}
],
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