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dubeyji10/csvParsing.ipynb

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csv datatypes conversion and cleaning - type conversion to correct datatypes ( plus creation of random sample data -- date )
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csvParsing.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "455b6193",
"metadata": {},
"outputs": [],
"source": [
"import pprint"
]
},
{
"cell_type": "markdown",
"id": "97b7730d",
"metadata": {},
"source": [
"### reading sample data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0c517703",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"archive\t\t directoryPermission.txt\t parsingPokenData.ipynb\r\n",
"archive.zip\t elasticSearch_1.ipynb\t pokemonData.json\r\n",
"create_index.png elasticsearch_index_py.png pokemonDataParse.py\r\n",
"createLog.py\t field_types_mapping.png\t pokemonData.py\r\n",
"csvData_parse.ipynb firstLog.txt\t\t secondLog.txt\r\n",
"datasets_notebooks kibana.sh\t\t\t thirdLof.txt\r\n",
"defaultKibanaScript links.txt\t\t\t twitterDataset_cleaned.ipynb\r\n"
]
}
],
"source": [
"! ls"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a86ef3bb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 415d622dae3479f7a92d1bd6cf6403b0-46230ae3cdcf0f228eabff805e92e9472c7232eb.zip\r\n",
" 865235de5e8daa18f04d3ec490d4087e-1ea3575f3c43e01acbcd83ccc28eb0711a98fccd.zip\r\n",
"'archive (2)'\r\n",
"'archive (2).zip'\r\n",
"'archive (3)'\r\n",
"'archive (3).zip'\r\n"
]
}
],
"source": [
"! ls \"datasets_notebooks\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ff997bac",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test.csv Train.csv\r\n"
]
}
],
"source": [
"\n",
"! ls \"datasets_notebooks/archive (3)\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "cf4200d2",
"metadata": {},
"outputs": [],
"source": [
"dataPath = \"datasets_notebooks/archive (3)/Train.csv\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "111fd36e",
"metadata": {},
"outputs": [],
"source": [
"import csv"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "598b9349",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"done\n",
"8523\n",
"CPU times: user 34 ms, sys: 15.3 ms, total: 49.2 ms\n",
"Wall time: 50 ms\n"
]
}
],
"source": [
"%%time\n",
"dataList = []\n",
"# each row in dictreader is a dictionary field : item\n",
"print(len(dataList))\n",
"\n",
"with open(dataPath , 'r') as d:\n",
" csvDict = csv.DictReader(d)\n",
" for rows in csvDict:\n",
" dataList.append(rows)\n",
" print('done')\n",
" \n",
"print(len(dataList))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "67ab98ba",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Item_Identifier': 'FDA15',\n",
" 'Item_Weight': '9.3',\n",
" 'Item_Fat_Content': 'Low Fat',\n",
" 'Item_Visibility': '0.016047301',\n",
" 'Item_Type': 'Dairy',\n",
" 'Item_MRP': '249.8092',\n",
" 'Outlet_Identifier': 'OUT049',\n",
" 'Outlet_Establishment_Year': '1999',\n",
" 'Outlet_Size': 'Medium',\n",
" 'Outlet_Location_Type': 'Tier 1',\n",
" 'Outlet_Type': 'Supermarket Type1',\n",
" 'Item_Outlet_Sales': '3735.138'}"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataList[0]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "11f76d91",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Item_Identifier': 'DRG01',\n",
" 'Item_Weight': '14.8',\n",
" 'Item_Fat_Content': 'Low Fat',\n",
" 'Item_Visibility': '0.04487828',\n",
" 'Item_Type': 'Soft Drinks',\n",
" 'Item_MRP': '75.467',\n",
" 'Outlet_Identifier': 'OUT046',\n",
" 'Outlet_Establishment_Year': '1997',\n",
" 'Outlet_Size': 'Small',\n",
" 'Outlet_Location_Type': 'Tier 1',\n",
" 'Outlet_Type': 'Supermarket Type1',\n",
" 'Item_Outlet_Sales': '765.67'}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataList[-1]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "4c291e8b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(dataList[0])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "7475f590",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Item_Identifier -> FDA15\n",
"Item_Weight -> 9.3\n",
"Item_Fat_Content -> Low Fat\n",
"Item_Visibility -> 0.016047301\n",
"Item_Type -> Dairy\n",
"Item_MRP -> 249.8092\n",
"Outlet_Identifier -> OUT049\n",
"Outlet_Establishment_Year -> 1999\n",
"Outlet_Size -> Medium\n",
"Outlet_Location_Type -> Tier 1\n",
"Outlet_Type -> Supermarket Type1\n",
"Item_Outlet_Sales -> 3735.138\n"
]
}
],
"source": [
"for keys in dataList[0]:\n",
" print(keys ,' -> ',dataList[0][keys])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "e54a59b4",
"metadata": {},
"outputs": [],
"source": [
"from datetime import datetime , timedelta\n",
"import random"
]
},
{
"cell_type": "markdown",
"id": "424304fd",
"metadata": {},
"source": [
"## using datetime and random package randomly assign datetime object with a field like manufacturing date"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "a64d53bb",
"metadata": {},
"outputs": [],
"source": [
"sampleDate = datetime(2010,5,11)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "ff1ff8cc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime.datetime(2010, 5, 11, 0, 0)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sampleDate"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "dc9698b4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime.date(2010, 5, 11)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sampleDate.date()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "909fbd78",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime.date(2010, 8, 19)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sampleDate2 = sampleDate + timedelta(days = 100)\n",
"sampleDate2.date()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "8b29fc29",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2010-08-19\n"
]
}
],
"source": [
"print(sampleDate2.date())"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "91e18b0d",
"metadata": {},
"outputs": [],
"source": [
"dateGen = lambda daysDiff : sampleDate + timedelta(days = daysDiff)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "168e5336",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2010-08-19'}\n",
"115 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2010-09-03'}\n",
"130 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2010-09-18'}\n",
"145 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2010-10-03'}\n",
"160 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2010-10-18'}\n",
"175 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2010-11-02'}\n",
"190 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2010-11-17'}\n",
"205 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2010-12-02'}\n",
"220 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2010-12-17'}\n",
"235 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2011-01-01'}\n",
"250 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2011-01-16'}\n",
"265 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2011-01-31'}\n",
"280 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2011-02-15'}\n",
"295 days after from 2010-05-11\n",
"\t\t-> {'Item_ManufactureDate': '2011-03-02'}\n"
]
}
],
"source": [
"for i in range(100,300,15):\n",
" print(i, 'days after from ',sampleDate.date())\n",
"# newDate = dateGen(i)\n",
" print('\\t\\t-> ',{'Item_ManufactureDate' :dateGen(i).date().strftime('%Y-%m-%d') })"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "b5229357",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 108 µs, sys: 17 µs, total: 125 µs\n",
"Wall time: 129 µs\n"
]
},
{
"data": {
"text/plain": [
"23"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"manufacturingDatesDict = [{'Item_ManufactureDate' :dateGen(i).date().strftime('%Y-%m-%d') } for i in range(50,500,20)]\n",
"len(manufacturingDatesDict)"
]
},
{
"cell_type": "markdown",
"id": "86792cbd",
"metadata": {},
"source": [
"just randomly select dates from this dict"
]
},
{
"cell_type": "markdown",
"id": "7e8d378b",
"metadata": {},
"source": [
"# sample input to elasticsearch index mystoredata with csv read\n",
"\n",
"## use dataList and manufacturingDatesDict\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "bb806c0c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Item_Identifier': 'FDA15',\n",
" 'Item_Weight': '9.3',\n",
" 'Item_Fat_Content': 'Low Fat',\n",
" 'Item_Visibility': '0.016047301',\n",
" 'Item_Type': 'Dairy',\n",
" 'Item_MRP': '249.8092',\n",
" 'Outlet_Identifier': 'OUT049',\n",
" 'Outlet_Establishment_Year': '1999',\n",
" 'Outlet_Size': 'Medium',\n",
" 'Outlet_Location_Type': 'Tier 1',\n",
" 'Outlet_Type': 'Supermarket Type1',\n",
" 'Item_Outlet_Sales': '3735.138'}"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataList[0]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "3846c917",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'2010-06-30'"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"manufacturingDatesDict[0]['Item_ManufactureDate']"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "2b82c70b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"sampleDict : {'Item_Identifier': 'FDA15', 'Item_Weight': '9.3', 'Item_Fat_Content': 'Low Fat', 'Item_Visibility': '0.016047301', 'Item_Type': 'Dairy', 'Item_MRP': '249.8092', 'Outlet_Identifier': 'OUT049', 'Outlet_Establishment_Year': '1999', 'Outlet_Size': 'Medium', 'Outlet_Location_Type': 'Tier 1', 'Outlet_Type': 'Supermarket Type1', 'Item_Outlet_Sales': '3735.138'}\n"
]
}
],
"source": [
"sampleDict = dataList[0]\n",
"print('sampleDict : ',sampleDict)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "9505b921",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"12"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(sampleDict.keys())"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "f719c4b0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"updated sampleDict : {'Item_Identifier': 'FDA15', 'Item_Weight': '9.3', 'Item_Fat_Content': 'Low Fat', 'Item_Visibility': '0.016047301', 'Item_Type': 'Dairy', 'Item_MRP': '249.8092', 'Outlet_Identifier': 'OUT049', 'Outlet_Establishment_Year': '1999', 'Outlet_Size': 'Medium', 'Outlet_Location_Type': 'Tier 1', 'Outlet_Type': 'Supermarket Type1', 'Item_Outlet_Sales': '3735.138', 'Item_ManufactureDate': '2010-06-30'}\n"
]
}
],
"source": [
"sampleDict.update(manufacturingDatesDict[0])\n",
"print('updated sampleDict : ',sampleDict)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "4cf60f26",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"13"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(sampleDict.keys())"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "20988558",
"metadata": {},
"outputs": [],
"source": [
"dataInsert = []"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "04f47a58",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Item_Identifier': 'FDA15',\n",
" 'Item_Weight': '9.3',\n",
" 'Item_Fat_Content': 'Low Fat',\n",
" 'Item_Visibility': '0.016047301',\n",
" 'Item_Type': 'Dairy',\n",
" 'Item_MRP': '249.8092',\n",
" 'Outlet_Identifier': 'OUT049',\n",
" 'Outlet_Establishment_Year': '1999',\n",
" 'Outlet_Size': 'Medium',\n",
" 'Outlet_Location_Type': 'Tier 1',\n",
" 'Outlet_Type': 'Supermarket Type1',\n",
" 'Item_Outlet_Sales': '3735.138',\n",
" 'Item_ManufactureDate': '2010-06-30'}"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataList[0]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "b780eb60",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" i = 0 -- 2010-06-30 , random : 2011-08-24\n",
" i = 1 -- 2010-07-20 , random : 2011-04-26\n",
" i = 2 -- 2010-08-09 , random : 2011-02-05\n",
" i = 3 -- 2010-08-29 , random : 2011-08-24\n",
" i = 4 -- 2010-09-18 , random : 2010-09-18\n",
" i = 5 -- 2010-10-08 , random : 2010-12-07\n",
" i = 6 -- 2010-10-28 , random : 2010-08-09\n",
" i = 7 -- 2010-11-17 , random : 2011-01-16\n",
" i = 8 -- 2010-12-07 , random : 2011-04-26\n",
" i = 9 -- 2010-12-27 , random : 2011-05-16\n"
]
}
],
"source": [
"for i in range(10):\n",
" print(' i = ',i,'--',manufacturingDatesDict[i]['Item_ManufactureDate'],', random : ',random.choice(manufacturingDatesDict)['Item_ManufactureDate'])"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "73fc381c",
"metadata": {},
"outputs": [],
"source": [
"convertToFloat = lambda x : 0.0 if len(x)<1 else float(x)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "af76e6a2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Item_Identifier': 'FDT28',\n",
" 'Item_Weight': '13.3',\n",
" 'Item_Fat_Content': 'Low Fat',\n",
" 'Item_Visibility': '0.063695084',\n",
" 'Item_Type': 'Frozen Foods',\n",
" 'Item_MRP': '151.0708',\n",
" 'Outlet_Identifier': 'OUT045',\n",
" 'Outlet_Establishment_Year': '2002',\n",
" 'Outlet_Size': '',\n",
" 'Outlet_Location_Type': 'Tier 2',\n",
" 'Outlet_Type': 'Supermarket Type1',\n",
" 'Item_Outlet_Sales': '1805.6496'}"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataList[100]"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "8b8b1b64",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"13.3 <class 'str'> <class 'float'>\n"
]
}
],
"source": [
"temp = dataList[100]['Item_Weight']\n",
"print(temp , type(temp) , type(convertToFloat(temp)))"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "143c3011",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Item_Identifier': 'FDP10',\n",
" 'Item_Weight': '',\n",
" 'Item_Fat_Content': 'Low Fat',\n",
" 'Item_Visibility': '0.127469857',\n",
" 'Item_Type': 'Snack Foods',\n",
" 'Item_MRP': '107.7622',\n",
" 'Outlet_Identifier': 'OUT027',\n",
" 'Outlet_Establishment_Year': '1985',\n",
" 'Outlet_Size': 'Medium',\n",
" 'Outlet_Location_Type': 'Tier 3',\n",
" 'Outlet_Type': 'Supermarket Type3',\n",
" 'Item_Outlet_Sales': '4022.7636'}"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataList[7]"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "d078e245",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" -> <class 'str'> \n",
" 0.0 -> <class 'float'>\n"
]
}
],
"source": [
"\n",
"# convertToFloat()\n",
"temp = dataList[7]['Item_Weight']\n",
"tempFloat = convertToFloat(temp)\n",
"print(temp ,'->', type(temp) , '\\n',tempFloat ,'->', type(tempFloat))\n",
"# convertToFloat() \n"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "de39c57d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataInsert"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "0cc7f843",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"running for index = 0\n",
"running for index = 1\n",
"running for index = 2\n",
"running for index = 3\n",
"running for index = 4\n",
"running for index = 5\n",
"running for index = 6\n",
"running for index = 7\n",
"running for index = 8\n",
"running for index = 9\n",
"running for index = 10\n",
"running for index = 11\n",
"running for index = 12\n",
"running for index = 13\n",
"running for index = 14\n",
"running for index = 15\n",
"running for index = 16\n",
"running for index = 17\n",
"running for index = 18\n",
"running for index = 19\n",
"running for index = 20\n",
"running for index = 21\n",
"running for index = 22\n",
"running for index = 23\n",
"running for index = 24\n",
"running for index = 25\n",
"running for index = 26\n",
"running for index = 27\n",
"running for index = 28\n",
"running for index = 29\n",
"running for index = 30\n",
"running for index = 31\n",
"running for index = 32\n",
"running for index = 33\n",
"running for index = 34\n",
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"running for index = 8260\n",
"running for index = 8261\n",
"running for index = 8262\n",
"running for index = 8263\n",
"running for index = 8264\n",
"running for index = 8265\n",
"running for index = 8266\n",
"running for index = 8267\n",
"running for index = 8268\n",
"running for index = 8269\n",
"running for index = 8270\n",
"running for index = 8271\n",
"running for index = 8272\n",
"running for index = 8273\n",
"running for index = 8274\n",
"running for index = 8275\n",
"running for index = 8276\n",
"running for index = 8277\n",
"running for index = 8278\n",
"running for index = 8279\n",
"running for index = 8280\n",
"running for index = 8281\n",
"running for index = 8282\n",
"running for index = 8283\n",
"running for index = 8284\n",
"running for index = 8285\n",
"running for index = 8286\n",
"running for index = 8287\n",
"running for index = 8288\n",
"running for index = 8289\n",
"running for index = 8290\n",
"running for index = 8291\n",
"running for index = 8292\n",
"running for index = 8293\n",
"running for index = 8294\n",
"running for index = 8295\n",
"running for index = 8296\n",
"running for index = 8297\n",
"running for index = 8298\n",
"running for index = 8299\n",
"running for index = 8300\n",
"running for index = 8301\n",
"running for index = 8302\n",
"running for index = 8303\n",
"running for index = 8304\n",
"running for index = 8305\n",
"running for index = 8306\n",
"running for index = 8307\n",
"running for index = 8308\n",
"running for index = 8309\n",
"running for index = 8310\n",
"running for index = 8311\n",
"running for index = 8312\n",
"running for index = 8313\n",
"running for index = 8314\n",
"running for index = 8315\n",
"running for index = 8316\n",
"running for index = 8317\n",
"running for index = 8318\n",
"running for index = 8319\n",
"running for index = 8320\n",
"running for index = 8321\n",
"running for index = 8322\n",
"running for index = 8323\n",
"running for index = 8324\n",
"running for index = 8325\n",
"running for index = 8326\n",
"running for index = 8327\n",
"running for index = 8328\n",
"running for index = 8329\n",
"running for index = 8330\n",
"running for index = 8331\n",
"running for index = 8332\n",
"running for index = 8333\n",
"running for index = 8334\n",
"running for index = 8335\n",
"running for index = 8336\n",
"running for index = 8337\n",
"running for index = 8338\n",
"running for index = 8339\n",
"running for index = 8340\n",
"running for index = 8341\n",
"running for index = 8342\n",
"running for index = 8343\n",
"running for index = 8344\n",
"running for index = 8345\n",
"running for index = 8346\n",
"running for index = 8347\n",
"running for index = 8348\n",
"running for index = 8349\n",
"running for index = 8350\n",
"running for index = 8351\n",
"running for index = 8352\n",
"running for index = 8353\n",
"running for index = 8354\n",
"running for index = 8355\n",
"running for index = 8356\n",
"running for index = 8357\n",
"running for index = 8358\n",
"running for index = 8359\n",
"running for index = 8360\n",
"running for index = 8361\n",
"running for index = 8362\n",
"running for index = 8363\n",
"running for index = 8364\n",
"running for index = 8365\n",
"running for index = 8366\n",
"running for index = 8367\n",
"running for index = 8368\n",
"running for index = 8369\n",
"running for index = 8370\n",
"running for index = 8371\n",
"running for index = 8372\n",
"running for index = 8373\n",
"running for index = 8374\n",
"running for index = 8375\n",
"running for index = 8376\n",
"running for index = 8377\n",
"running for index = 8378\n",
"running for index = 8379\n",
"running for index = 8380\n",
"running for index = 8381\n",
"running for index = 8382\n",
"running for index = 8383\n",
"running for index = 8384\n",
"running for index = 8385\n",
"running for index = 8386\n",
"running for index = 8387\n",
"running for index = 8388\n",
"running for index = 8389\n",
"running for index = 8390\n",
"running for index = 8391\n",
"running for index = 8392\n",
"running for index = 8393\n",
"running for index = 8394\n",
"running for index = 8395\n",
"running for index = 8396\n",
"running for index = 8397\n",
"running for index = 8398\n",
"running for index = 8399\n",
"running for index = 8400\n",
"running for index = 8401\n",
"running for index = 8402\n",
"running for index = 8403\n",
"running for index = 8404\n",
"running for index = 8405\n",
"running for index = 8406\n",
"running for index = 8407\n",
"running for index = 8408\n",
"running for index = 8409\n",
"running for index = 8410\n",
"running for index = 8411\n",
"running for index = 8412\n",
"running for index = 8413\n",
"running for index = 8414\n",
"running for index = 8415\n",
"running for index = 8416\n",
"running for index = 8417\n",
"running for index = 8418\n",
"running for index = 8419\n",
"running for index = 8420\n",
"running for index = 8421\n",
"running for index = 8422\n",
"running for index = 8423\n",
"running for index = 8424\n",
"running for index = 8425\n",
"running for index = 8426\n",
"running for index = 8427\n",
"running for index = 8428\n",
"running for index = 8429\n",
"running for index = 8430\n",
"running for index = 8431\n",
"running for index = 8432\n",
"running for index = 8433\n",
"running for index = 8434\n",
"running for index = 8435\n",
"running for index = 8436\n",
"running for index = 8437\n",
"running for index = 8438\n",
"running for index = 8439\n",
"running for index = 8440\n",
"running for index = 8441\n",
"running for index = 8442\n",
"running for index = 8443\n",
"running for index = 8444\n",
"running for index = 8445\n",
"running for index = 8446\n",
"running for index = 8447\n",
"running for index = 8448\n",
"running for index = 8449\n",
"running for index = 8450\n",
"running for index = 8451\n",
"running for index = 8452\n",
"running for index = 8453\n",
"running for index = 8454\n",
"running for index = 8455\n",
"running for index = 8456\n",
"running for index = 8457\n",
"running for index = 8458\n",
"running for index = 8459\n",
"running for index = 8460\n",
"running for index = 8461\n",
"running for index = 8462\n",
"running for index = 8463\n",
"running for index = 8464\n",
"running for index = 8465\n",
"running for index = 8466\n",
"running for index = 8467\n",
"running for index = 8468\n",
"running for index = 8469\n",
"running for index = 8470\n",
"running for index = 8471\n",
"running for index = 8472\n",
"running for index = 8473\n",
"running for index = 8474\n",
"running for index = 8475\n",
"running for index = 8476\n",
"running for index = 8477\n",
"running for index = 8478\n",
"running for index = 8479\n",
"running for index = 8480\n",
"running for index = 8481\n",
"running for index = 8482\n",
"running for index = 8483\n",
"running for index = 8484\n",
"running for index = 8485\n",
"running for index = 8486\n",
"running for index = 8487\n",
"running for index = 8488\n",
"running for index = 8489\n",
"running for index = 8490\n",
"running for index = 8491\n",
"running for index = 8492\n",
"running for index = 8493\n",
"running for index = 8494\n",
"running for index = 8495\n",
"running for index = 8496\n",
"running for index = 8497\n",
"running for index = 8498\n",
"running for index = 8499\n",
"running for index = 8500\n",
"running for index = 8501\n",
"running for index = 8502\n",
"running for index = 8503\n",
"running for index = 8504\n",
"running for index = 8505\n",
"running for index = 8506\n",
"running for index = 8507\n",
"running for index = 8508\n",
"running for index = 8509\n",
"running for index = 8510\n",
"running for index = 8511\n",
"running for index = 8512\n",
"running for index = 8513\n",
"running for index = 8514\n",
"running for index = 8515\n",
"running for index = 8516\n",
"running for index = 8517\n",
"running for index = 8518\n",
"running for index = 8519\n",
"running for index = 8520\n",
"running for index = 8521\n",
"running for index = 8522\n",
"done\n",
"CPU times: user 73.2 ms, sys: 0 ns, total: 73.2 ms\n",
"Wall time: 70.7 ms\n"
]
}
],
"source": [
"%%time\n",
"# copy should prevent updation of default dictionary\n",
"\n",
"for index,d in enumerate(dataList):\n",
" # everything is read as string --- convert for each key with correct datatype\n",
" print(f'running for index = {index}')\n",
" newDict = {}\n",
" newDict['Item_Identifier'] = d['Item_Identifier']\n",
" newDict['Item_Weight'] = convertToFloat(d['Item_Weight'])\n",
" newDict['Item_Fat_Content'] = d['Item_Fat_Content']\n",
" newDict['Item_Visibility'] = convertToFloat(d['Item_Visibility'])\n",
" newDict['Item_Type'] = d['Item_Type']\n",
" newDict['Item_MRP'] = convertToFloat(d['Item_MRP'])\n",
" newDict['Outlet_Identifier'] = d['Outlet_Identifier']\n",
" newDict['Outlet_Location_Type'] = d['Outlet_Location_Type']\n",
" newDict['Outlet_Type'] = d['Outlet_Type']\n",
" newDict['Item_ManufactureDate'] = random.choice(manufacturingDatesDict)['Item_ManufactureDate']\n",
" \n",
" dataInsert.append(newDict)\n",
" \n",
"print('done')"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "e7cc1efd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"8523"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(dataInsert)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "2f3433c7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Item_Identifier': 'FDA15',\n",
" 'Item_Weight': 9.3,\n",
" 'Item_Fat_Content': 'Low Fat',\n",
" 'Item_Visibility': 0.016047301,\n",
" 'Item_Type': 'Dairy',\n",
" 'Item_MRP': 249.8092,\n",
" 'Outlet_Identifier': 'OUT049',\n",
" 'Outlet_Location_Type': 'Tier 1',\n",
" 'Outlet_Type': 'Supermarket Type1',\n",
" 'Item_ManufactureDate': '2010-11-17'}"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataInsert[0]"
]
},
{
"cell_type": "markdown",
"id": "b8d2a41a",
"metadata": {},
"source": [
"## now in dataInsert every item should be of correct datatype"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "2f05b14b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Item_Identifier -> FDA15 <class 'str'>\n",
"Item_Weight -> 9.3 <class 'float'>\n",
"Item_Fat_Content -> Low Fat <class 'str'>\n",
"Item_Visibility -> 0.016047301 <class 'float'>\n",
"Item_Type -> Dairy <class 'str'>\n",
"Item_MRP -> 249.8092 <class 'float'>\n",
"Outlet_Identifier -> OUT049 <class 'str'>\n",
"Outlet_Location_Type -> Tier 1 <class 'str'>\n",
"Outlet_Type -> Supermarket Type1 <class 'str'>\n",
"Item_ManufactureDate -> 2010-11-17 <class 'str'>\n"
]
}
],
"source": [
"for keys in dataInsert[0]:\n",
" print(keys , '->' , dataInsert[0][keys] , type(dataInsert[0][keys]))"
]
},
{
"cell_type": "markdown",
"id": "2fa851f0",
"metadata": {},
"source": [
"# inserting first item in index mystoredata"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "4b3cb290",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"create_index.png elasticsearch_index_py.png field_types_mapping.png\r\n"
]
}
],
"source": [
"! ls *.png"
]
},
{
"cell_type": "markdown",
"id": "4dadfd2f",
"metadata": {},
"source": [
"index(index, body, id=None, params=None, headers=None)\n",
"Creates or updates a document in an index."
]
},
{
"cell_type": "markdown",
"id": "022575bf",
"metadata": {},
"source": [
"https://elasticsearch-py.readthedocs.io/en/master/api.html?highlight=indicesclient#global-options\n",
"\n",
"\n",
"!['screenshot from elasticsearch docs'](elasticsearch_index_py.png \"Screenshot from elasticsearch docs\")\n"
]
},
{
"cell_type": "markdown",
"id": "2dfb23c0",
"metadata": {},
"source": [
"index='mystoredata', doc_type='storedata' , id = 1 , body = dictionary of items\n"
]
},
{
"cell_type": "markdown",
"id": "0fbf73f2",
"metadata": {},
"source": [
"## mappings of mystoredata are not correct fix that"
]
},
{
"cell_type": "markdown",
"id": "b59f6664",
"metadata": {},
"source": [
"try something like 'mappings': {'_meta': {'created_by': 'file-data-visualizer'},\n",
" 'properties': {'cast': {'type': 'text'},\n",
" 'country': {'type': 'text'},\n",
" 'date_added': {'type': 'keyword'},\n",
" 'description': {'type': 'text'},\n",
" 'director': {'type': 'text'},\n",
" 'duration': {'type': 'keyword'},\n",
" 'listed_in': {'type': 'text'},\n",
" 'rating': {'type': 'keyword'},\n",
" 'release_year': {'type': 'long'},\n",
" 'show_id': {'type': 'keyword'},\n",
" 'title': {'type': 'text'},\n",
" 'type': {'type': 'keyword'}}} while creating index"
]
},
{
"cell_type": "markdown",
"id": "80a54703",
"metadata": {},
"source": [
"https://elasticsearch-py.readthedocs.io/en/master/api.html?highlight=indicesclient#global-options\n",
"\n",
"\n",
"!['screenshot from elasticsearch docs'](create_index.png \"create index\")\n"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "13d4846c",
"metadata": {},
"outputs": [],
"source": [
"import json"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "4c8d84e5",
"metadata": {},
"outputs": [],
"source": [
"jsonSample = json.dumps( dataInsert[0] )"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "ac2ffa1e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'{\"Item_Identifier\": \"FDA15\", \"Item_Weight\": 9.3, \"Item_Fat_Content\": \"Low Fat\", \"Item_Visibility\": 0.016047301, \"Item_Type\": \"Dairy\", \"Item_MRP\": 249.8092, \"Outlet_Identifier\": \"OUT049\", \"Outlet_Location_Type\": \"Tier 1\", \"Outlet_Type\": \"Supermarket Type1\", \"Item_ManufactureDate\": \"2010-11-17\"}'"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"jsonSample"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "3013e012",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"str"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(jsonSample)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "0f28d86d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Item_Identifier': 'FDA15', 'Item_Weight': 9.3, 'Item_Fat_Content': 'Low Fat', 'Item_Visibility': 0.016047301, 'Item_Type': 'Dairy', 'Item_MRP': 249.8092, 'Outlet_Identifier': 'OUT049', 'Outlet_Location_Type': 'Tier 1', 'Outlet_Type': 'Supermarket Type1', 'Item_ManufactureDate': '2010-11-17'}\n",
"<class 'dict'>\n"
]
}
],
"source": [
"print(json.loads(jsonSample))\n",
"print(type(json.loads(jsonSample)))"
]
},
{
"cell_type": "code",
"execution_count": 71,
"id": "37487d6b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Item_Identifier FDA15\n",
"Item_Weight 9.3\n",
"Item_Fat_Content Low Fat\n",
"Item_Visibility 0.016047301\n",
"Item_Type Dairy\n",
"Item_MRP 249.8092\n",
"Outlet_Identifier OUT049\n",
"Outlet_Location_Type Tier 1\n",
"Outlet_Type Supermarket Type1\n",
"Item_ManufactureDate 2010-11-17\n"
]
}
],
"source": [
"for keys in dataInsert[0]:\n",
" print(keys , dataInsert[0][keys])"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "b29fb11f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'mappings': {'properties': {'Item_Identifier': {'type': 'keyword'},\n",
" 'Item_Weight': {'type': 'double'},\n",
" 'Item_Fat_Content': {'type': 'keyword'},\n",
" 'Item_Visibility': {'type': 'double'},\n",
" 'Item_Type': {'type': 'keyword'},\n",
" 'Item_MRP': {'type': 'double'},\n",
" 'Outlet_Identifier': {'type': 'keyword'},\n",
" 'Outlet_Location_Type': {'type': 'keyword'},\n",
" 'Outlet_Type Supermarket': {'type': 'keyword'},\n",
" 'Item_ManufactureDate': {'type': 'date', 'format': 'yyyy-MM-dd'}}}}"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"customMapping = {\n",
" 'mappings': {\n",
" 'properties': {'Item_Identifier': {'type': 'keyword'},\n",
" 'Item_Weight': {'type': 'double'},\n",
" 'Item_Fat_Content': {'type': 'keyword'},\n",
" 'Item_Visibility': {'type': 'double'},\n",
" 'Item_Type': {'type': 'keyword'},\n",
" 'Item_MRP': {'type': 'double'},\n",
" 'Outlet_Identifier': {'type': 'keyword'},\n",
" 'Outlet_Location_Type': {'type': 'keyword'},\n",
" 'Outlet_Type Supermarket': {'type': 'keyword'},\n",
" 'Item_ManufactureDate': {\"type\": \"date\", \"format\": \"yyyy-MM-dd\"}\n",
" }\n",
" \n",
" }\n",
" }\n",
"customMapping"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "260aca2f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'mappings': {'properties': {'Item_Fat_Content': {'type': 'keyword'},\n",
" 'Item_Identifier': {'type': 'keyword'},\n",
" 'Item_MRP': {'type': 'double'},\n",
" 'Item_ManufactureDate': {'format': 'yyyy-MM-dd',\n",
" 'type': 'date'},\n",
" 'Item_Type': {'type': 'keyword'},\n",
" 'Item_Visibility': {'type': 'double'},\n",
" 'Item_Weight': {'type': 'double'},\n",
" 'Outlet_Identifier': {'type': 'keyword'},\n",
" 'Outlet_Location_Type': {'type': 'keyword'},\n",
" 'Outlet_Type Supermarket': {'type': 'keyword'}}}}\n"
]
}
],
"source": [
"pprint.pprint(customMapping)"
]
},
{
"cell_type": "markdown",
"id": "0ab1b4e1",
"metadata": {},
"source": [
"## Now elasticsearch Part"
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "fe5bfc47",
"metadata": {},
"outputs": [],
"source": [
"import requests\n",
"from elasticsearch import Elasticsearch"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "41785e10",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"seeing response at localhost:9200\n",
"{\n",
" \"name\" : \"abhishek-X542UQR\",\n",
" \"cluster_name\" : \"elasticsearch\",\n",
" \"cluster_uuid\" : \"CfYBiLZcTYqUp_-7AArVAA\",\n",
" \"version\" : {\n",
" \"number\" : \"7.17.4\",\n",
" \"build_flavor\" : \"default\",\n",
" \"build_type\" : \"deb\",\n",
" \"build_hash\" : \"79878662c54c886ae89206c685d9f1051a9d6411\",\n",
" \"build_date\" : \"2022-05-18T18:04:20.964345128Z\",\n",
" \"build_snapshot\" : false,\n",
" \"lucene_version\" : \"8.11.1\",\n",
" \"minimum_wire_compatibility_version\" : \"6.8.0\",\n",
" \"minimum_index_compatibility_version\" : \"6.0.0-beta1\"\n",
" },\n",
" \"tagline\" : \"You Know, for Search\"\n",
"}\n",
"\n",
"CPU times: user 7.81 ms, sys: 3.67 ms, total: 11.5 ms\n",
"Wall time: 126 ms\n"
]
}
],
"source": [
"%%time\n",
"print('seeing response at localhost:9200')\n",
"home= requests.get(url = \"http://localhost:9200/\")\n",
"# print(home.content)\n",
"print(home.text)\n"
]
},
{
"cell_type": "markdown",
"id": "dbb2796f",
"metadata": {},
"source": [
"## elasticsearch client object for localhost"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "17e954f3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"done\n"
]
}
],
"source": [
"es = Elasticsearch('http://localhost:9200')\n",
"print('done')"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "91562f39",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Elasticsearch(['http://localhost:9200'])>"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"es"
]
},
{
"cell_type": "code",
"execution_count": 82,
"id": "cb334426",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"printing all indices in elasticsearch\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_4834/687604841.py:2: ElasticsearchWarning: Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.\n",
" es.indices.get_alias()\n",
"/tmp/ipykernel_4834/687604841.py:2: ElasticsearchWarning: this request accesses system indices: [.kibana_7.17.4_001, .apm-agent-configuration, .kibana_task_manager_7.17.4_001, .apm-custom-link, .tasks, .async-search], but in a future major version, direct access to system indices will be prevented by default\n",
" es.indices.get_alias()\n"
]
},
{
"data": {
"text/plain": [
"ObjectApiResponse({'netflixdata': {'aliases': {}}, '.kibana-event-log-7.17.4-000001': {'aliases': {'.kibana-event-log-7.17.4': {'is_write_index': True, 'is_hidden': True}}}, '.kibana_7.17.4_001': {'aliases': {'.kibana': {}, '.kibana_7.17.4': {}}}, '.apm-agent-configuration': {'aliases': {}}, '.kibana_task_manager_7.17.4_001': {'aliases': {'.kibana_task_manager': {}, '.kibana_task_manager_7.17.4': {}}}, '.apm-custom-link': {'aliases': {}}, 'kibana_sample_data_ecommerce': {'aliases': {}}, 'walmartdatasecond': {'aliases': {}}, '.tasks': {'aliases': {}}, 'mystoredata': {'aliases': {}}, 'walmartdata': {'aliases': {}}, '.async-search': {'aliases': {}}})"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print('printing all indices in elasticsearch')\n",
"es.indices.get_alias()\n"
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "5ba95671",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_4834/2373093362.py:1: ElasticsearchWarning: Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.\n",
" es.indices.exists_alias(name='mystore')\n"
]
},
{
"data": {
"text/plain": [
"HeadApiResponse(False)"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"es.indices.exists_alias(name='mystore')"
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "a5866f5d",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_4834/3370171991.py:1: ElasticsearchWarning: Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.\n",
" es.indices.exists_alias(name='mystoredata')\n"
]
},
{
"data": {
"text/plain": [
"HeadApiResponse(False)"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"es.indices.exists_alias(name='mystoredata')"
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "9bbf4bdf",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_4834/1535881402.py:1: ElasticsearchWarning: Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.\n",
" es.indices.exists_alias(name='.kibana-event-log-7.17.4')\n"
]
},
{
"data": {
"text/plain": [
"HeadApiResponse(True)"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"es.indices.exists_alias(name='.kibana-event-log-7.17.4')"
]
},
{
"cell_type": "markdown",
"id": "1d4b2fc9",
"metadata": {},
"source": [
"# because walmartdata has no alias"
]
},
{
"cell_type": "code",
"execution_count": 87,
"id": "53f9bee7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_4834/2905728373.py:1: ElasticsearchWarning: Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.\n",
" es.indices.exists_alias(name='walmartdata')\n"
]
},
{
"data": {
"text/plain": [
"HeadApiResponse(False)"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"es.indices.exists_alias(name='walmartdata')"
]
},
{
"cell_type": "markdown",
"id": "f323d689",
"metadata": {},
"source": [
"## trying to add alias to walmartdata using api call"
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "90756331",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"details of index in elasticsearch\n",
"('{\\n'\n",
" ' \"walmartdatasecond\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \".kibana_task_manager_7.17.4_001\" : {\\n'\n",
" ' \"aliases\" : {\\n'\n",
" ' \".kibana_task_manager\" : { },\\n'\n",
" ' \".kibana_task_manager_7.17.4\" : { }\\n'\n",
" ' }\\n'\n",
" ' },\\n'\n",
" ' \".kibana-event-log-7.17.4-000001\" : {\\n'\n",
" ' \"aliases\" : {\\n'\n",
" ' \".kibana-event-log-7.17.4\" : {\\n'\n",
" ' \"is_write_index\" : true,\\n'\n",
" ' \"is_hidden\" : true\\n'\n",
" ' }\\n'\n",
" ' }\\n'\n",
" ' },\\n'\n",
" ' \"mystoredata\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \"walmartdata\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \".async-search\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \".apm-agent-configuration\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \"netflixdata\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \".tasks\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \".apm-custom-link\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \".kibana_7.17.4_001\" : {\\n'\n",
" ' \"aliases\" : {\\n'\n",
" ' \".kibana\" : { },\\n'\n",
" ' \".kibana_7.17.4\" : { }\\n'\n",
" ' }\\n'\n",
" ' },\\n'\n",
" ' \"kibana_sample_data_ecommerce\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' }\\n'\n",
" '}\\n')\n",
"CPU times: user 8.66 ms, sys: 468 µs, total: 9.13 ms\n",
"Wall time: 14 ms\n"
]
}
],
"source": [
"%%time\n",
"# allIndices= requests.get(url = \"http://localhost:9200/_aliases\")\n",
"print('details of index in elasticsearch')\n",
"allIndices= requests.get(url = \"http://localhost:9200/_aliases?pretty=true\")\n",
"# print(home.content)\n",
"pprint.pprint(allIndices.text)"
]
},
{
"cell_type": "raw",
"id": "cfed7f6a",
"metadata": {},
"source": [
"POST _aliases\n",
"{\n",
" \"actions\": [\n",
" {\n",
" \"add\": {\n",
" \"index\": \"my-data-stream\",\n",
" \"alias\": \"my-alias\"\n",
" }\n",
" }\n",
" ]\n",
"}"
]
},
{
"cell_type": "raw",
"id": "b89ed512",
"metadata": {},
"source": [
"r = requests.post(\"http://bugs.python.org\", data={'number': 12524, 'type': 'issue', 'action': 'show'})\n",
">>> print(r.status_code, r.reason)\n",
"200 OK\n",
"\n",
"curl -X POST \"localhost:9200/_aliases?pretty\" -H 'Content-Type: application/json' -d'\n",
"{\n",
" \"actions\": [\n",
" {\n",
" \"add\": {\n",
" \"index\": \"my-data-stream\",\n",
" \"alias\": \"my-alias\"\n",
" }\n",
" }\n",
" ]\n",
"}\n",
"'\n"
]
},
{
"cell_type": "code",
"execution_count": 90,
"id": "1f7fc9e2",
"metadata": {},
"outputs": [],
"source": [
"payload = {\n",
" \"actions\": [\n",
" {\n",
" \"add\": {\n",
" \"index\": \"walmartdata\",\n",
" \"alias\": \"my-walmart-data\"\n",
" }\n",
" }\n",
" ]\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 93,
"id": "3eef8f88",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"adding alias to walmartdata\n",
"CPU times: user 10.2 ms, sys: 0 ns, total: 10.2 ms\n",
"Wall time: 13.7 ms\n"
]
}
],
"source": [
"%%time\n",
"print('adding alias to walmartdata')\n",
"addAliasWalmart= requests.get(url = \"http://localhost:9200/_aliases?pretty\",data = payload)\n",
"# print(home.content)"
]
},
{
"cell_type": "code",
"execution_count": 94,
"id": "afbfe94f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('{\\n'\n",
" ' \"error\" : \"Content-Type header [application/x-www-form-urlencoded] is not '\n",
" 'supported\",\\n'\n",
" ' \"status\" : 406\\n'\n",
" '}\\n')\n"
]
}
],
"source": [
"pprint.pprint(addAliasWalmart.text)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"id": "4f741bdf",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<Response [200]>\n",
"{\n",
" \"acknowledged\" : true\n",
"}\n",
"\n",
"CPU times: user 8.54 ms, sys: 3.86 ms, total: 12.4 ms\n",
"Wall time: 61.5 ms\n"
]
}
],
"source": [
"%%time\n",
"\n",
"headers = {\n",
" # Already added when you pass json= but not when you pass data=\n",
" # 'Content-Type': 'application/json',\n",
"}\n",
"\n",
"json_data = {\n",
" 'actions': [\n",
" {\n",
" 'add': {\n",
" 'index': 'walmartdata',\n",
" 'alias': 'my-walmart-data',\n",
" },\n",
" },\n",
" ],\n",
"}\n",
"\n",
"response = requests.post('http://localhost:9200/_aliases?pretty', headers=headers, json=json_data)\n",
"print(response)\n",
"print(response.text)"
]
},
{
"cell_type": "code",
"execution_count": 99,
"id": "978e0a45",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"details of index in elasticsearch\n",
"('{\\n'\n",
" ' \".kibana_7.17.4_001\" : {\\n'\n",
" ' \"aliases\" : {\\n'\n",
" ' \".kibana\" : { },\\n'\n",
" ' \".kibana_7.17.4\" : { }\\n'\n",
" ' }\\n'\n",
" ' },\\n'\n",
" ' \"walmartdata\" : {\\n'\n",
" ' \"aliases\" : {\\n'\n",
" ' \"my-walmart-data\" : { }\\n'\n",
" ' }\\n'\n",
" ' },\\n'\n",
" ' \".apm-custom-link\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \"netflixdata\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \".apm-agent-configuration\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \".kibana_task_manager_7.17.4_001\" : {\\n'\n",
" ' \"aliases\" : {\\n'\n",
" ' \".kibana_task_manager\" : { },\\n'\n",
" ' \".kibana_task_manager_7.17.4\" : { }\\n'\n",
" ' }\\n'\n",
" ' },\\n'\n",
" ' \".kibana-event-log-7.17.4-000001\" : {\\n'\n",
" ' \"aliases\" : {\\n'\n",
" ' \".kibana-event-log-7.17.4\" : {\\n'\n",
" ' \"is_write_index\" : true,\\n'\n",
" ' \"is_hidden\" : true\\n'\n",
" ' }\\n'\n",
" ' }\\n'\n",
" ' },\\n'\n",
" ' \"walmartdatasecond\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \".tasks\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \"mystoredata\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \"kibana_sample_data_ecommerce\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' },\\n'\n",
" ' \".async-search\" : {\\n'\n",
" ' \"aliases\" : { }\\n'\n",
" ' }\\n'\n",
" '}\\n')\n",
"CPU times: user 8.32 ms, sys: 435 µs, total: 8.75 ms\n",
"Wall time: 14.2 ms\n"
]
}
],
"source": [
"%%time\n",
"# allIndices= requests.get(url = \"http://localhost:9200/_aliases\")\n",
"print('details of index in elasticsearch')\n",
"allIndices= requests.get(url = \"http://localhost:9200/_aliases?pretty=true\")\n",
"# print(home.content)\n",
"pprint.pprint(allIndices.text)"
]
},
{
"cell_type": "code",
"execution_count": 100,
"id": "093097dd",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_4834/1195587832.py:2: ElasticsearchWarning: Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.\n",
" es.indices.exists_alias(name='my-walmart-data')\n"
]
},
{
"data": {
"text/plain": [
"HeadApiResponse(True)"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# should be true now\n",
"es.indices.exists_alias(name='my-walmart-data')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7676c604",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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