{"id":2151,"date":"2020-10-29T07:00:00","date_gmt":"2020-10-29T04:00:00","guid":{"rendered":"https:\/\/www.dataplatform.gr\/?p=2151"},"modified":"2024-07-01T17:51:55","modified_gmt":"2024-07-01T14:51:55","slug":"pos-mporoyme-na-vroyme-ta-asfalistra-t","status":"publish","type":"post","link":"https:\/\/www.dataplatform.gr\/en\/pos-mporoyme-na-vroyme-ta-asfalistra-t\/","title":{"rendered":"How can we calculate our car insurance premiums in SQL Server using Python (no API)"},"content":{"rendered":"

Let's say we have in SQL Server <\/strong>a table of cars and drivers and we want to find their cheapest premium. This will certainly be possible with one API <\/strong>\/ Web Service<\/strong>. However, this solution would require the cooperation of the IT departments (between the insurance company and ours) in its creation and use.<\/p>\n\n\n\n

What exactly do we want to achieve?<\/h3>\n\n\n\n

In short we want to have a table in the database like this:<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Fill in the premium price and it should look something like this:<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Is there another solution?<\/h2>\n\n\n\n

Obviously, for the article to exist, there is also the way \ud83d\ude42 . <\/p>\n\n\n\n

Using the library selenium <\/strong>and pyodbc <\/strong>her Python <\/strong>we can essentially copy the human movements we would do in his browser Chrome <\/strong>so that we can calculate the premiums and update the field in each database record.<\/p>\n\n\n\n

We had seen a similar solution in this<\/a> the article to translate fields from English to Greek.<\/p>\n\n\n\n

In our example I will use a random insurance company site that has a calculator. I will not mention it since the article exists for educational purposes only.<\/p>\n\n\n\n

The site we will use has this format. Several fields are needed for pricing, some of them are dropdowns and at the end there is also the calculation button.<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Prerequisites<\/h3>\n\n\n\n

We should download the corresponding version that is our chrome Chromedriver<\/a>.<\/p>\n\n\n\n

In the command prompt, install python with the following command:<\/p>\n\n\n\n

cmd python<\/code><\/pre>\n\n\n\n
In the command prompt we run these commands to install the modules we need:<\/p>\n\n\n\n
pip install \u2013U selenium\n\npip install pyodbc<\/pre>\n\n\n\n
We will also need a database user who has rights to this table.<\/p>\n\n\n\n
The preparation on our table<\/h3>\n\n\n\n
We will now make one staging table <\/strong>which could be populated with values from other tables present in the base.<\/p>\n\n\n\n
As we saw on the site dropdown <\/strong>menus only work with default values we should convert our data to these values:<\/p>\n\n\n\n
create table car_calc(\nid int identity(1,1) primary key,\ninsurance varchar(10) default null,\nbirth_d varchar(10),\nbirth_m varchar(10),\nbirth_y varchar(10),\nemail varchar(50),\nplate varchar(10),\nplate2 varchar(10),\ncc varchar(10),\nvalue varchar(10),\ntk varchar(10),\ndmg varchar(10) default '0',\nduration varchar(10) default '6 \u03bc\u03ae\u03bd\u03b5\u03c2',\ncar_age varchar(10),\nsex varchar(10),\nlicence_age varchar(20))<\/pre>\n\n\n\n
Since this is an example and I don't have any other tables, I will simply insert 3 records, making sure that the fields that are dropdowns have exactly the same text:<\/p>\n\n\n\n
insert into car_calc\n(birth_d,birth_m,birth_y,email,plate,plate2,cc,value,tk,dmg,duration,car_age,sex,licence_age)\nvalues\n('24','01','1990','patatakia@hotmail.com','\u039f\u0395\u0396','5120','1600','2000','15773','2','6 \u03bc\u03ae\u03bd\u03b5\u03c2','5 \u03b5\u03c4\u03ce\u03bd','\u0393\u03c5\u03bd\u03b1\u03af\u03ba\u03b1','3')\n,('15','05','2000','dokimi@hotmail.com','\u039c\u03a5\u0395','2300','1000','4500','81100','0','6 \u03bc\u03ae\u03bd\u03b5\u03c2','2 \u03b5\u03c4\u03ce\u03bd','''\u0391\u03bd\u03b4\u03c1\u03b1\u03c2','8')\n,('12','03','1962','calc@hotmail.com','\u0399\u0391\u0395','3920','2400','15000','15770','1','6 \u03bc\u03ae\u03bd\u03b5\u03c2','3 \u03b5\u03c4\u03ce\u03bd','''\u0391\u03bd\u03b4\u03c1\u03b1\u03c2','7'); \n\nselect * from car_calc;<\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
Preparing for the Python script<\/h3>\n\n\n\n
The hardest part of the process is this. We will need to keep it from the site xPath <\/strong>from each box or list that is completed, the button that performs the calculation and finally from the box that will display the results.<\/p>\n\n\n\n
Doing right click<\/strong> to each \u2013 Inspect <\/strong>– Copy <\/strong>– Copy xPath<\/strong>:<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
We keep these values one by one for later use in variables e.g.:<\/p>\n\n\n\n
D_birthbox ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_Day\"]'\n<\/pre>\n\n\n\n
For those that have a dropdown, we will need to keep their price Options <\/strong>appending the list parameter to the end \/li[@data-val=\u201d%s\u201d]' <\/strong>and in this way with the % duration_parameter <\/strong>at the end it will take as an option the list the value of this variable:<\/p>\n\n\n\n
duration_select_box_option ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_InsuraceDurationDropDownSelectBoxItOptions\"]\/li[@data-val=\"%s\"]' % duration_parameter<\/pre>\n\n\n\n
Also for the dropdown <\/strong>we will need to keep the xPath <\/strong>which displays the options to let us choose them. Thus imitating his process click<\/strong>:<\/p>\n\n\n\n
duration_select_box ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_InsuraceDurationDropDownSelectBoxIt\"]'\n\ndriver.find_element_by_xpath(duration_select_box).click()\ntime.sleep(1);\ndriver.find_element_by_xpath(duration_select_box_option).click()<\/pre>\n\n\n\n
Finally, we should not forget to keep it xPath <\/strong>from the calculation button and the box showing the amount respectively:<\/p>\n\n\n\n
submit_button = '\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_Submit\"]'\n\noutput_box = '\/\/*[@id=\"ResultsTable\"]\/tbody\/tr[20]\/td[2]\/b'<\/pre>\n\n\n\n
The explanation of the code step by step<\/h3>\n\n\n\n
With .get to webdriver <\/strong>we declare the page that will open to us on Chrome<\/strong>:<\/p>\n\n\n\n
chromedriver_location = \"C:\\\\Users\\\\smatzouranis\\\\Desktop\\\\python\\\\chromedriver\"\n\ndriver = webdriver.Chrome(chromedriver_location)\n\ndriver.get('https:\/\/www.............\/calculator\/')<\/pre>\n\n\n\n
With the module pyodbc <\/strong>connect to the database:<\/p>\n\n\n\n
conn = pyodbc.connect(\"Driver={SQL Server};\"\n\"Server=SMATZOURANISLP\\SQL19;\"\n\"Database=db_test;\"\n\"username=python;\"\n\"password=python;\"\n\"trusted_connection = yes;\")<\/pre>\n\n\n\n
We open one cursor <\/strong>in which we will have our select query with the data from the database:<\/p>\n\n\n\n
cursor = conn.cursor()\ncursor.execute('select id,birth_d,birth_m,birth_y,email,plate,plate2,cc,value,tk,dmg,duration,car_age,sex,licence_age from car_calc')\nresults = cursor.fetchall()<\/pre>\n\n\n\n
Now we can in the results variable we have one two-dimensional table <\/strong>where results[i][0] as i we define the row of the table and as 0 its first column. E.g. results[0][4] is the email of the first registration. So with one loop <\/strong>we can pass one by one all the fields in the cells of the site to do the calculation and proceed to the next record.<\/p>\n\n\n\n
We assign to a variable the update statement<\/strong> which will pass to our base the amount of the insurance premium:<\/p>\n\n\n\n
update = \"\"\"update car_calc set insurance=? where id=?\"\"\"<\/pre>\n\n\n\n
The overall code of the Python script<\/h2>\n\n\n\n
#python\n\nfrom selenium import webdriver \nfrom selenium.common.exceptions  import StaleElementReferenceException\n\nimport pyodbc,time\n\nchromedriver_location = \"C:\\\\Users\\\\smatzouranis\\\\Desktop\\\\python\\\\chromedriver\"\n\ndriver = webdriver.Chrome(chromedriver_location)\n\ndriver.get('https:\/\/www.............\/calculator\/')\n\nconn = pyodbc.connect(\"Driver={SQL Server};\"\n                        \"Server=SMATZOURANISLP\\SQL19;\"\n                        \"Database=db_test;\"\n                        \"username=python;\"\n                        \"password=python;\"\n                        \"trusted_connection = yes;\")\n\noutput_box = '\/\/*[@id=\"ResultsTable\"]\/tbody\/tr[20]\/td[2]\/b'\ncursor = conn.cursor()\ncursor.execute('select id,birth_d,birth_m,birth_y,email,plate,plate2,cc,value,tk,dmg,duration,car_age,sex,licence_age from car_calc')\nresults = cursor.fetchall()\nprint(results)\nupdate = \"\"\"update car_calc set insurance=? where id=?\"\"\"\n\nfor i in range(len(results)):\n        try:\n\n\n                D_birthbox ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_Day\"]'\n                D_birth_parameter = results[i][1]\n                driver.find_element_by_xpath(D_birthbox).clear()\n                driver.find_element_by_xpath(D_birthbox).send_keys(D_birth_parameter)\n\n                M_birthbox ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_Month\"]'\n                M_birth_parameter = results[i][2]\n                driver.find_element_by_xpath(M_birthbox).clear()\n                driver.find_element_by_xpath(M_birthbox).send_keys(M_birth_parameter)\n\n                Y_birthbox ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_Year\"]'\n                Y_birth_parameter = results[i][3]\n                driver.find_element_by_xpath(Y_birthbox).clear()\n                driver.find_element_by_xpath(Y_birthbox).send_keys(Y_birth_parameter)\n\n                mail_textbox ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_EmailCar\"]'\n                mail_parameter = results[i][4]\n                driver.find_element_by_xpath(mail_textbox).clear()\n                driver.find_element_by_xpath(mail_textbox).send_keys(mail_parameter)\n\n\n                PLATEp1_textbox ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_RegistrationNumber1\"]'\n                PLATEp1_parameter = results[i][5]\n                driver.find_element_by_xpath(PLATEp1_textbox).clear()\n                driver.find_element_by_xpath(PLATEp1_textbox).send_keys(PLATEp1_parameter)\n\n                PLATEp2_textbox ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_RegistrationNumber2\"]'\n                PLATEp2_parameter = results[i][6]\n                driver.find_element_by_xpath(PLATEp2_textbox).clear()\n                driver.find_element_by_xpath(PLATEp2_textbox).send_keys(PLATEp2_parameter)\n\n                CC_textbox = '\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_CC\"]'\n                CC_parameter = results[i][7]\n                driver.find_element_by_xpath(CC_textbox).clear()\n                driver.find_element_by_xpath(CC_textbox).send_keys(CC_parameter)\n\n                value_textbox = '\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_VehicleValue\"]'\n                value_parameter = results[i][8]\n                driver.find_element_by_xpath(value_textbox).clear()\n                driver.find_element_by_xpath(value_textbox).send_keys(value_parameter)\n\n\n                TK_textbox = '\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_ZipCode\"]'\n                TK_parameter = results[i][9]\n                driver.find_element_by_xpath(TK_textbox).clear()\n                driver.find_element_by_xpath(TK_textbox).send_keys(TK_parameter)\n\n\n                dmg_parameter = results[i][10]\n                dmg_select_box_option ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_CrashCountDropDownSelectBoxItOptions\"]\/li[@data-val=\"%s\"]' % dmg_parameter\n                dmg_select_box ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_CrashCountDropDownSelectBoxIt\"]'\n                driver.find_element_by_xpath(dmg_select_box).click()\n                time.sleep(1);\n                driver.find_element_by_xpath(dmg_select_box_option).click()\n\n                \n                duration_parameter = results[i][11]\n                duration_select_box_option ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_InsuraceDurationDropDownSelectBoxItOptions\"]\/li[@data-val=\"%s\"]' % duration_parameter\n                duration_select_box ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_InsuraceDurationDropDownSelectBoxIt\"]'\n                driver.find_element_by_xpath(duration_select_box).click()\n                time.sleep(1);\n                driver.find_element_by_xpath(duration_select_box_option).click()\n\n\n\n                carage_parameter = results[i][12]\n                carage_select_box_option ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_VehicleAgeDropDownSelectBoxItOptions\"]\/li[@data-val=\"%s\"]' % carage_parameter\n                carage_select_box ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_VehicleAgeDropDownSelectBoxItText\"]'\n                driver.find_element_by_xpath(carage_select_box).click()\n                time.sleep(1);\n                driver.find_element_by_xpath(carage_select_box_option).click()\n\n\n                SEX_parameter = results[i][13]\n                SEX_select_box_option ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_SexTypeDropDownSelectBoxItOptions\"]\/li[@data-val=\"%s\"]' % SEX_parameter\n                SEX_select_box ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_SexTypeDropDownSelectBoxIt\"]'\n                driver.find_element_by_xpath(SEX_select_box).click()\n                time.sleep(1);\n                driver.find_element_by_xpath(SEX_select_box_option).click()\n\n                Y_parameter = results[i][14]\n                Y_select_box_option ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_YearsDiplomaDropDownSelectBoxItOptions\"]\/li[@data-val=\"%s\"]' % Y_parameter\n                Y_select_box ='\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_YearsDiplomaDropDownSelectBoxItText\"]'\n                driver.find_element_by_xpath(Y_select_box).click()\n                time.sleep(1);\n                driver.find_element_by_xpath(Y_select_box_option).click()\n\n\n                submit_button = '\/\/*[@id=\"ContentPlaceHolderDefault_MainPlaceHolder_CarCalculator_6_Submit\"]'\n                driver.find_element_by_xpath(submit_button).click()\n\n                time.sleep(4);\n                \n                price = driver.find_element_by_xpath(output_box).text\n                cursor.execute(update,(price,i+1))\n\n                print(driver.find_element_by_xpath(output_box).text)\n                \n        except StaleElementReferenceException:\n                pass\nconn.commit();\ncursor.close();\ndriver.quit;\nconn.close();\nexit();\n<\/pre>\n\n\n\n
<\/p>\n\n\n\n
The result<\/h2>\n\n\n\n
So running it Python <\/strong>script we will see that when we select the table it will have for each in the second column the amount of the premium<\/strong>:<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
If we want to run it through a job in SQL Server<\/h3>\n\n\n\n
We enable the feature on SQL Server <\/strong>to run direct cmd script:<\/p>\n\n\n\n
exec sp_configure 'show advanced option',1\ngo\nsp_configure 'xp_cmdshell',1\ngo\nreconfigure with override<\/pre>\n\n\n\n
In the event that it will be run by SQL Server Agent<\/strong>. We also create a Job that will contain the full path with the name of the file it will execute:<\/p>\n\n\n\n
e.g.<\/p>\n\n\n\n
\"C:\\Users\\smatzouranis\\Desktop\\python\\python_chrome_automation_insurance.py\"<\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
The job is ready to run:<\/p>\n\n\n\n
exec msdb.dbo.sp_start_job 'callPythonw'<\/pre>\n\n\n\n
<\/p>\n\n\n\n
In closing I should mention that simply by changing the parameters to pyodbc<\/strong> the script could work on anyone <\/strong>database compatible with it.<\/p>","protected":false},"excerpt":{"rendered":"
Let's say we have in SQL Server a table of cars and drivers and we want to find their cheapest premium. This will certainly be possible with an API \/ Web Service. However, this solution would require the cooperation of the IT departments (between the insurance company and ours) in the creation and use [...]<\/p>","protected":false},"author":1,"featured_media":703,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11,15,14],"tags":[29,23,92,9,6],"class_list":["post-2151","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-databases","category-ms-sqlserver","category-python","tag-databases","tag-microsoft","tag-programming","tag-python","tag-sqlserver"],"yoast_head":"\n\u03a0\u03ce\u03c2 \u03bc\u03c0\u03bf\u03c1\u03bf\u03cd\u03bc\u03b5 \u03bd\u03b1 \u03c5\u03c0\u03bf\u03bb\u03bf\u03b3\u03af\u03c3\u03bf\u03c5\u03bc\u03b5 \u03c4\u03b1 \u03b1\u03c3\u03c6\u03ac\u03bb\u03b9\u03c3\u03c4\u03c1\u03b1 \u03b1\u03c5\u03c4\u03bf\u03ba\u03b9\u03bd\u03ae\u03c4\u03c9\u03bd \u03c0\u03bf\u03c5 \u03ad\u03c7\u03bf\u03c5\u03bc\u03b5 \u03c3\u03b5 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