You cannot select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
151 lines
4.4 KiB
Plaintext
151 lines
4.4 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Writing to Microsoft SQLServer\n",
|
|
"\n",
|
|
"1. Insure the Microsoft SQL Server is installed and you have access i.e account information\n",
|
|
"2. The target database must be created before hand.\n",
|
|
"3. We created an authentication file that will contain user account and location of the database\n",
|
|
"\n",
|
|
"The cell below creates a dataframe that will be stored in a Microsoft SQL Server database.\n",
|
|
"\n",
|
|
"**NOTE** This was not tested with a cloud instance"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#\n",
|
|
"# Writing to Google Bigquery database\n",
|
|
"#\n",
|
|
"import transport\n",
|
|
"from transport import providers\n",
|
|
"import pandas as pd\n",
|
|
"import os\n",
|
|
"\n",
|
|
"AUTH_FOLDER = os.environ['DT_AUTH_FOLDER'] #-- location of the service key\n",
|
|
"MSSQL_AUTH_FILE= os.sep.join([AUTH_FOLDER,'mssql.json'])\n",
|
|
"\n",
|
|
"_data = pd.DataFrame({\"name\":['James Bond','Steve Rogers','Steve Nyemba'],'age':[55,150,44]})\n",
|
|
"msw = transport.get.writer(provider=providers.MSSQL,table='friends',auth_file=MSSQL_AUTH_FILE)\n",
|
|
"msw.write(_data,if_exists='replace') #-- default is append\n",
|
|
"print (['data transport version ', transport.__version__])\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Reading from Microsoft SQL Server database\n",
|
|
"\n",
|
|
"The cell below reads the data that has been written by the cell above and computes the average age within an MS SQL Server (simple query). \n",
|
|
"\n",
|
|
"- Basic read of the designated table (friends) created above\n",
|
|
"- Execute an aggregate SQL against the table\n",
|
|
"\n",
|
|
"**NOTE**\n",
|
|
"\n",
|
|
"By design **read** object are separated from **write** objects in order to avoid accidental writes to the database.\n",
|
|
"Read objects are created with **transport.get.reader** whereas write objects are created with **transport.get.writer**"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"\n",
|
|
"import transport\n",
|
|
"from transport import providers\n",
|
|
"import os\n",
|
|
"AUTH_FOLDER = os.environ['DT_AUTH_FOLDER'] #-- location of the service key\n",
|
|
"MSSQL_AUTH_FILE= os.sep.join([AUTH_FOLDER,'mssql.json'])\n",
|
|
"\n",
|
|
"msr = transport.get.reader(provider=providers.MSSQL,table='friends',auth_file=MSSQL_AUTH_FILE)\n",
|
|
"_df = msr.read()\n",
|
|
"_query = 'SELECT COUNT(*) _counts, AVG(age) from friends'\n",
|
|
"_sdf = msr.read(sql=_query)\n",
|
|
"print (_df)\n",
|
|
"print ('\\n--------- STATISTICS ------------\\n')\n",
|
|
"print (_sdf)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"An **auth-file** is a file that contains database parameters used to access the database. \n",
|
|
"For code in shared environments, we recommend \n",
|
|
"\n",
|
|
"1. Having the **auth-file** stored on disk \n",
|
|
"2. and the location of the file is set to an environment variable.\n",
|
|
"\n",
|
|
"To generate a template of the **auth-file** open the **file generator wizard** found at visit https://healthcareio.the-phi.com/data-transport"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{'provider': 'sqlserver',\n",
|
|
" 'dataset': 'demo',\n",
|
|
" 'table': 'friends',\n",
|
|
" 'username': '<username>',\n",
|
|
" 'password': '<password>'}"
|
|
]
|
|
},
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"{\n",
|
|
" \"provider\":\"sqlserver\",\n",
|
|
" \"dataset\":\"demo\",\"table\":\"friends\",\"username\":\"<username>\",\"password\":\"<password>\"\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"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": "3.9.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|