Hadafka aasaasiga ah ee xog-ururinta waa in la helo habab tiro badan oo xog ah oo loo turjumo xogtaas macluumaad la sifeeyey/macluumaad la taaban karo. Macdanta xogta^(Data) waxaa lagu samayn karaa qalab kala duwan. Kuwa soo socdaa waa liis la xushay oo ah software-ka macdan qodista xogta bilaashka ah ee ugu wanaagsan, oo ay la socdaan sifooyin caan ah iyo xiriirinta soo dejintii ugu dambeysay. Ururintan qalabka ugu fiican ee macdanta marka la barbardhigo waxaa ka mid ah ilaha furan iyo fursadaha ganacsiga labadaba.

26 Software Macdanta Ugu Fiican^{(26 Best Data Mining Software)}

Macdanta xogtu^(Data) waa hab gacan ka gaysta ogaanshaha xidhiidh aan hore loo tuhunsanayn ama aan la ogaanin ee xogta si loo helo faa'iidooyin dhaqaale. Waa hab falanqayn xogeed oo casri ah oo isku daraysa barashada mashiinka iyo sirdoonka macmal si ay u soo saaraan macluumaadka khuseeya, taas oo u oggolaanaysa shirkadaha in ay wax badan ka fahmaan baahida macaamiishooda, kor u qaadaan dakhliga, kharashaadka yareeya, iyo hagaajinta xiriirka macaamiisha, iyo waxyaabo kale. Sii wad akhriska si aad wax uga ogaato software-ka macdan qodista ee bilaashka ah.

1. Sisense

Marka hore liiska ugu fiican ee software macdanta ama qalabka ugu fiican waa Sisense .

• Waa mid ka mid ah xalalka software-ka macdan qodista xogta bilaashka ah ee ugu weyn ee lagu falanqeeyo laguna sawiro macluumaadka waaweyn iyo kuwa kala duwan wakhtiga dhabta ah^{(analyzing and visualizing large and diverse information in real-time)} .
• Waa qalab aad u fiican oo lagu soo saari karo dashboards leh muuqaalo kala duwan.
• Waxay u ogolaataa kuwa aan farsamada ahayn inay abuuraan dashboards is dhexgal ah.
• Sisense waa software-ka BI ee ugu waxtarka badan uguna habboon^{(most effective and well-suited BI software)} ee looga warbixinayo shirkadda dhexdeeda.
• Waxay u ogolaataa xogta laga helay ilo dhowr ah in lagu daro hal kayd iyo sifayn xogta si loo soo saaro warbixino qani ah oo lala wadaagi karo dhammaan waaxaha warbixinta.
• Waxay abuurtaa matalaad midaysan oo runta ah oo ku salaysan caddayn joogto ah.
• Sidoo kale, waxa ay isku xoojisaa xogta kala duwan hal meel^{(disparate data into a single location)} .
• Jiid-iyo-jiid-is-dhex-galka isticmaaluhu waa sahlan yahay.
• Waxay leedahay awood cajiib ah oo ay ku xakamayso oo ay u falanqeyso xogta ganacsiyada yaryar iyo kuwa waaweynba.
• Sisense waxaa loo magacaabay software-ka ugu sarreeya BI ee 2016 wuxuuna sii wadaa inuu sii haysto boos adag.
• Waxaa la abuuray iyadoo maskaxda lagu hayo isticmaalayaasha aan farsamada ahayn.
• Iyadoo ku xiran hadafka ururka, dhowr widgets ayaa loo isticmaali karaa in lagu soo saaro warbixinada qaabka jaantusyada pie, jaantusyada xariiqda, garaafyada bar^{(pie charts, line charts, bar graphs)} , iyo wixii la mid ah.
• Warbixinada waxaa laga yaabaa in la sii qodo adigoo gujinaya si aad u aragto macluumaad dheeraad ah iyo tirakoobyo.
• Waxay u ogolaataa dashboard-ka aaladda moobilka.
• Waxay leedahay naqshad aad u soo jiidasho leh^{(appealing design)} .
• Isticmaalka filtarrada iyo xisaabinta, waxaad garan kartaa cabbirrada muhiimka ah.
• Hal server badeecooyin ah ayaa gacanta ku haya xogta baaxadda leh.

2. Falanqaynta Zoho^{(2. Zoho Analytics)}

Zoho Analytics waa sirdoonka ganacsiga iyo software falanqaynta is-adeeg.

• Waxay u ogolaataa isticmaalayaasha inay si dhakhso leh u dhistaan ​​dashboard-yada macluumaadka iyo si garaaf ahaan ay u qiimeeyaan xog kasta.
• Waxay la socotaa kaaliyaha ku shaqeeya AI kaas^{(AI-powered assistant)} oo u oggolaanaya macaamiisha inay waydiiyaan su'aalo oo ay helaan jawaabo caqli-gal ah oo ah warbixinno faa'iido leh.
• Waxa jira in ka badan 100 isku xidh oo diyaar u ah in la isticmaalo oo loogu talagalay software ganacsi oo waaweyn, kaydinta daruuraha, iyo xog ururinta
• Jaantusyada, miisaska pivot, aragtida kooban, widgets KPI, iyo dashboards-qaabeeya^{(Charts, pivot tables, summary views, KPI widgets, and custom-styled dashboards)} ayaa ah dhawr ka mid ah fursadaha aragga ee la heli karo.
• Falanqaynta ganacsiga midaysan waxay kuu oggolaanaysaa inaad hal meel ku falanqayso xogta dhammaan nidaamyada shirkaddaada.
• AI, barashada mashiinka, iyo habaynta luqadda dabiiciga ah (NLP)^{(AI, machine learning, and natural language processing (NLP))} ayaa loo isticmaalay in lagu kordhiyo falanqaynta.
• Waxay ku dartay xalalka falanqaynta iyo calaamada cad ee BI.

Sidoo kale akhri: ^{(Also Read:)} 9ka ugu Wacan ee Soo kabashada Xogta Bilaashka ah (2022)^{(9 Best Free Data Recovery Software (2022 ))}

3. Badan^{(3. Xplenty)}

Xplenty waxay bixisaa madal leh sifooyin isku-dhafka, habaynta, iyo diyaarinta xogta falanqaynta.

• Hadda, Xplenty ayaa diyaar u ah sida Integrate.io .
• Iyada oo la kaashanayo Xplenty , ganacsiyadu waxay awood u yeelan doonaan inay ka faa'iidaystaan ​​suurtagalnimada ay soo bandhigaan xogta weyn iyada oo aan loo baahnayn in la maalgeliyo shaqaalaha la xidhiidha, qalabka, ama software.
• Waa qalab dhamaystiran oo lagu abuurayo dhuumaha xogta^{(creating data pipelines)} .
• Waxay bixisaa wareejinta xogta iyo awoodaha beddelka ee u dhexeeya kaydadka xogta iyo bakhaarrada xogta.
• Adeegga taageerada waxa lagu heli karaa iimayl, sheekeysi, telefoon, iyo kulan online ah^{(email, chat, phone, and online meeting)} .
• Waxaad awoodi doontaa inaad isticmaasho luuqad qani ah si aad u abuurto nidaamyo diyaarinta xogta adag.
• Waxa ku jira is-dhexgal si fudud loo isticmaali karo si loo hirgeliyo ETL, ELT, ama ku-noqosho^{(ETL, ELT, or replication)} .
• Matoorka socodka shaqada ayaa kuu ogolaanaya inaad habayso oo aad jadwalsato dhuumaha^{(orchestrate and schedule pipelines)} .
• Xplenty waa goobta isku dhafka xogta caalamiga ah. Ma jiraan wax kood ah iyo kood yar oo beddel ah oo la heli karo^{(no-code and low-code alternatives available)} .
• Waxka beddelka horumarsan^(Advanced) iyo dabacsanaanta ayaa lagu bixin doonaa iyada oo loo marayo qayb API ah.

4. R-Barnaamijka^{(4. R-Programming)}

R-Programming sidoo kale waa mid ka mid ah software-ka macdan qodista xogta ugu fiican. Waa luqad xisaabeed iyo garaafyo.

• Waxa kale oo loo isticmaali karaa in lagu falanqeeyo tiro badan oo xog ah.
• Waxay leedahay tiro badan oo imtixaano xisaabeed^{(large number of statistical tests)} .
• Waxa ay bixisa habaynta xogta iyo kaydinta^{(data handling and storage facility)} si fiican u shaqaynaysa.
• Waxa ku jira hawlo kala duwan oo loogu shaqaynayo qalabaynta, gaar ahaan matrixka.
• Waxay bixisaa qalab xogeed oo dhamaystiran oo isku dhafan oo loogu talagalay falanqaynta xogta.
• Waxa ku jira qalabyada falanqaynta xogta garaafyada ee^{(graphical data analysis tools)} laga yaabo in lagu arko shaashadda ama la daabaco.

Sidoo kale Akhri: ^{(Also Read:)} 10-ka Luuqadood ee Barnaamijka ugu Wanaagsan ee aad Maanta Baran karto^{(10 Best Programming Languages to Learn Today)}

5. GUDDIGA^{(5. BOARD)}

Board waa qalab loogu talagalay sirdoonka maamulka.

• Sirdoonka ganacsiga iyo hawlaha maaraynta waxqabadka shirkada ayaa lagu daray software-kan.
• Waxaa loogu talagalay in lagu bixiyo sirta ganacsiga iyo falanqaynta ganacsiga hal xirmo.
• Waxay kuu ogolaanaysaa inaad isticmaasho hal madal si aad u lafa gurto, u ekaato, u qorshayso, una odoroso^{(analyze, simulate, plan, and anticipate)} .
• Waxay kaa caawinaysaa inaad abuurto software gorfaynta iyo qorshaynta gaarka ah.
• Sirdoonka Ganacsiga Guddiga, Maareynta Waxqabadka Shirkadaha, iyo Falanqaynta Ganacsiga^{(Board Business Intelligence, Corporate Performance Management, and Business Analytics)} dhamaantood waxay ku jiraan All-In-One.
• Waxay awood u siinaysaa shirkadaha inay abuuraan oo ay ilaaliyaan nidaamyada falanqaynta iyo qorshaynta adag.
• Qalabka gaarka ah wuxuu caawiyaa ka warbixinta iyadoo u oggolaanaysa isticmaalayaasha inay galaan ilo xogeedyo badan.

6. Xogta dhalaalaysa^{(6. Data Melt)}

DataMelt waa software isku daraa awooda boqolaal maktabado Java ah iyo fududaynta luuqadaha qoraalka sida Python, Ruby, iyo Groovy^{(Python, Ruby, and Groovy)}

• Waa software loogu talagalay xisaabinta nambarada bilaashka ah, xisaabta, falanqaynta xogta, iyo codsiga muuqaalaynta xogta
• Waxay bixisaa tirokoobyo, habayn xog baaxad leh, iyo muuqaal cilmiyeed^{(statistics, large-scale data processing, and scientific visualization)} .
• Waxay bixisaa madal is-dhexgal ah oo loogu talagalay soo-bandhigidda xogta iyo falanqaynta.
• Waxa ugu horayn loogu talagalay injineerada, saynisyahanada, iyo ardayda^{(engineers, scientists, and students)} .
• DMelt waa codsi ka kooban madal badan oo lagu dhisay Java .
• Waxay ku shaqayn doontaa nidaam kasta oo ku shaqeeya oo ku habboon JVM (Java Virtual Machine)^{(JVM compatible (Java Virtual Machine))} .
• Waxaa ku yaal maktabado saynis iyo xisaabeed.
• DataMelt waa qalab lagu falanqeeyo xogta baaxadda leh, macdan qodista, iyo falanqaynta tirakoobka^{(data sets, data mining, and statistical analysis)} .
• Waxaa caadi ahaan loo adeegsadaa falanqaynta suuqa dhaqaalaha, cilmiga dabiiciga, iyo injineernimada^{(financial market analysis, natural sciences, and engineering)} .
• Waxay la shaqeysaa luuqado kala duwan oo barnaamij ah iyo nidaamyada hawlgalka.
• Waxa ay awood kuu siinaysaa in aad soo saarto sawiro garaafyo vector tayo sare leh ( EPS , SVG , PDF , iyo wixii la mid ah) kuwaas oo loo isticmaali karo LaTeX iyo qalabyada kale ee qoraalka.
• Xogta Melt^{(Data Melt)} waxay kuu ogolaaneysaa inaad isticmaasho luqadaha qoraalka kuwaas oo aad uga dhaqso badan hirgelinta Python ee caadiga ah ee C.

7. Inetsoft

Habka qalabaynta xogta ee Inetsoft Intelligence waa xog macdaneed iyo qalab sirdoon oo faa'iido badan leh.

• Waxay awood u siinaysaa isbeddel xog degdeg ah oo dabacsan oo ka imanaya ilo kala duwan.
• Waxay sahlaysa helitaanka xogta habaysan, habaysan iyo^{(organized, semi-structured data and on-premise)} codsiyada goobta.
• Apps waxa laga yaabaa in loo hagaajiyo isticmaalka xogta iyo cusboonaysiinta.
• Waxay bixisa sahaminta xogta la beddeli karo oo sugan iyo xulashooyinka warbixinta.
• Adigoo isticmaalaya madal Spark Inbuilt^{(Inbuilt Spark)} , waxaad sare ugu qaadi kartaa xogta isticmaaleyaasha ee baaxadda leh^{(scale up for massive data sets of users)} .
• Waxaad ku abuuri kartaa warbixino been abuur ah oo wata caqli-gal ganacsi iyo jaangooyo iyaga ka mid ah.

Sidoo kale akhri: ^{(Also Read:)} Sida loo abuuro Barcode adoo isticmaalaya Microsoft Word^{(How to Generate Barcode using Microsoft Word)}

8. H2O

Qalab kale oo cajiib ah oo macdan qodis ah oo il furan waa H2O .

• Waxa loo istcmaalaa in lagu falanqeeyo xogta lagu kaydiyay nidaamyada codsiga xisaabinta daruuraha.
• H2O waxay awood kuu siinaysaa inaad isticmaasho hababka la qaybiyay iyo awooda xisaabinta ee kumbiyuutarka.
• Iyada oo Java iyo qaabka binary^{(Java and binary format)} , waxay ku siinaysaa hawl-qabad degdeg ah oo sahlan^{(quick and easy deployment)} wax soo saarka.
• Waxay awood kuu siinaysaa inaad ku abuurto moodal gudaha H2O adoo isticmaalaya luqadaha kombiyuutarka sida R, Python, iyo kuwa kale^{(R, Python, and others)} .
• Habaynteedu waa la qaybiyaa oo xusuusta.

9. Alteryx

Alteryx waa shirkad ku takhasustay sirdoonka ganacsiga shirkadaha iyo falanqaynta.

• Waa madal si gaar ah loogu sameeyay falanqeeyayaasha xogta iyo hogaamiyayaasha ganacsiga.
• Waxay siisaa falanqaynta ganacsiyada yaryar iyo kuwa dhexdhexaadka ah.
• Falanqaynta Ad Hoc^{(Ad Hoc Analysis)} waa suurtagal.
• Waxay ku bixisaa habbaynta falanqaynta onlaynka ah waqti ku haboon.
• Warbixin si toos ah loo qorsheeyay^{(Automatically Scheduled Reporting)} ayaa sidoo kale lagu daray.
• Waxay leedahay dashboard laga yaabo in si buuxda loo habeeyo.

Sidoo kale akhri: ^{(Also Read:)} 16 ka ugu Fiican Joojinta Xayeysiiska ee Chrome^{(16 Best Ad Blocking Extension for Chrome)}

10. Oracle BI

Oracle BI waa barashada mashiinka il-furan iyo qalab sawirida xogta.

• Waxay ku habboon tahay isticmaalayaasha cusub iyo kuwa horumarsan^{(novice and advanced users)} .
• Software-ka Oracle waa qayb ka mid ah Oracle Advanced Analytics .
• Waxay bixisaa algorithms macdaneed aad u fiican oo loogu talagalay kala-soocidda xogta, saadaalinta, dib-u-celinta, iyo falanqaynta khaaska ah, taas oo u oggolaanaysa falanqeeyayaasha inay falanqeeyaan fikradaha, samaynta saadaalin wanaagsan, beegsadaan macaamiisha ugu fiican, helaan fursadaha iibinta isdhaafsiga, iyo ogaadaan khayaanada.
• Algorithms-yada lagu dhisay ODM waxay isticmaalaan awoodda xogta Oracle.
• Shaqada macdan qodista xogta SQL waxa laga yaabaa inay ka soo saarto macluumaadka miisaska xogta, aragtida, iyo qorshayaasha^{(database tables, views, and schemas)} .
• Isku xirka isticmaalaha garaafka ee Xogta Macdanta Oracle waa nooc aad u horumarsan oo Oracle SQL Developer .
• Waxay u ogolaataa isticmaalayaasha inay si toos ah u jiidaan oo ay u daadiyaan xogta^{(drag and drop data)} gudaha kaydka, iyagoo siinaya aragti horumarsan.
• Waxay awood u siinaysaa socodka shaqada ee falanqaynta xogta isdhexgalka oo leh qalab ballaaran.
• Waxay bixisaa muuqaal is-dhexgal ah.
• Waxay ku siinaysaa sahaminta xogta is-dhexgalka ee falanqaynta tayada degdega ah oo leh muuqaal cad.
• Orange wuxuu dhiirigeliyaa barashada gacmaha-ku-shaqeynta iyo muujinta muuqaalka^{(hands-on learning and visual representations)} ee mabaadi'da sayniska xogta.
• Waxay leedahay tiro badan oo lagu daro xogta macdan qodista ee ilaha dibadda.

12. Teradata

Teradata waa tignoolajiyada farsamaynta furfuran ee isbarbar socda oo laga yaabo in loo isticmaalo in lagu abuuro codsiyo bakhaar xogeed oo baaxad leh.

• Teradata waxa lagu rakibi karaa server- ka Unix/Linux/Windows
• Teradata Optimizer waxa uu awood u leeyahay in uu wax ka qabto ilaa 64 ku biirista su'aalaha.
• Wadarta qiimaha lahaanshaha xogta Tera waa mid aad u yar.^(Tera)
• Way fududahay in la habeeyo, la ilaaliyo, oo la maareeyo.
• Waa bakhaar xogeed ganacsi oo ay ku jiraan maaraynta xogta iyo software-ka macdanta.
• Waxay leedahay suurtogalnimada in looga faa'iidaysto falanqaynta ganacsiga.
• Teradata waxaa loo isticmaalaa in lagu fahmo xogta shirkadda sida iibka, meelaynta alaabta, iyo dookhyada macaamiisha, iyo waxyaabo kale^{(sales, product positioning, and consumer preferences, among other things)} .
• Waxa kale oo laga yaabaa inay kala soocdo xogta kulul iyo qabow, iyada oo gelinaysa xogta aan inta badan la isticmaalin ee qayb kaydinta oo gaabis ah.
• Teradata waxay leedahay naqshad la wadaago oo aan waxba la wadaagin^{(shared-nothing design)} , iyada oo noodhka server kastaa leeyahay xusuusta iyo wax-qabadka.
• Waxay kuu ogolaaneysaa inaad la falgasho xogta ku jirta miisaska adoo isticmaalaya SQL . Waxay u adeegtaa sidii kordhin.
• Waxay kaa caawinaysaa inaad si toos ah ugu qaybiso xogta darawalada iyada oo aan loo baahnayn ku lug lahaanshaha shakhsi ahaaneed.
• Teradata waxa ay bixisa rarka iyo dejinta hawlaha^{(load and unload functions)} si ay xogta ugu qaado ugana baxdo nidaamka Teradata .

Sidoo kale akhri: ^{(Also Read:)} 28ka ugu Wanaagsan ee Nuqulka Faylka ee Windows^{(28 Best File Copy Software for Windows)}

13. Dundas

Dundas waa goob macdan qodis xogta diyaarsan oo loo isticmaali karo in lagu abuuro laguna baaro dashboards is dhexgal ah, warbixino^{(create and examine interactive dashboards, reports)} , iyo muuqaalo kale oo xog ah.

• Dundas BI waxa loo isticmaali karaa goobta xogta xudunta u ah ururka.
• Waa codsi server ah oo ay ku jiraan dhammaan sifooyinka alaabta.
• Waxa kale oo ay kuu ogolaanaysaa inaad isku xidho oo aad xogta ka soo qaadato ilo kala duwan.
• Waxay bixisaa muuqaalo xog ah oo laga yaabo in la habeeyo.
• Dundas waa la isku halleyn karaa sababtoo ah is dhexgalka degdega ah iyo aragtidiisa.
• Waxay la socotaa tiro aan xadidnayn oo ah qaababka beddelka xogta iyo jaantusyo, jaantusyo, iyo garaafyo^{(data transformation patterns and appealing tables, charts, and graphs)} soo jiidasho leh .
• Dundas BI waxay leedahay muuqaal aad u fiican oo u oggolaanaya qalabyo kala duwan inay galaan xogta iyadoo la ilaalinayo amniga dukumeenti-la'aanta.
• Waxay u abaabushaa xogta qaab-dhismeed si wanaagsan loo qeexay si hab gaar ah loogu fududeeyo isticmaaluhu.
• Waxay ka kooban tahay hababka xidhiidhka^{(relational methodologies)} ee u oggolaanaya falanqaynta dhinacyo badan oo xoogga saaraysa arrimaha muhiimka ah ee ganacsiga.
• Waxay kaydisaa lacag waxayna meesha ka saartaa baahida loo qabo software dheeraad ah maadaama ay bixiso warbixino la isku halleyn karo.
• Waxa ay la socotaa astaamo jiid-iyo-jiid oo aad u caqli badan.
• Waxa kale oo ay isticmaashaa maab si ay u sawirto xogta.
• Waxay leedahay falanqaynta xogta horumarsan iyo falanqaynta saadaalinta.

14. Qlik

Qlik waa sawir-qaadista xogta iyo qalabka ugu fiican ee macdanta.

• Waxa kale oo ku jira dashboards iyo warbixinno^{(dashboards and reports)} .
• ^(Multiple)Ilaha xogta badan iyo noocyada faylalka waa la taageeray
• Waxay abuurtaa muuqaalo xog dabacsan oo firfircoon leh oo^{(flexible and dynamic data visualizations)} leh is dhexjisyo jiid-iyo-jiid^{(drag-and-drop interfaces)} .
• Waxay ka jawaabtaa isdhexgalka iyo isbeddelada wakhtiga dhabta ah.
• Ilaha xogta badan iyo noocyada faylalka^{(Multiple data sources and file kinds)} waa la taageeray
• Waxay sahlaysa xogta sahlan iyo ilaalinta macluumaadka dhammaan qalabka.
• Waxaad isweydaarsan kartaa falanqaynta khuseeya adiga oo isticmaalaya hal xarun, oo ay ku jiraan codsiyo iyo sheekooyin.

Sidoo kale Akhri: ^{(Also Read:)} 30ka Tifaftiraha CSV ee ugu Fiican Windows^{(30 Best CSV Editor for Windows)}

15. RapidMiner

Miner degdeg ah^{(Rapid Miner)} waa mid ka mid ah hababka falanqaynta saadaalinta ee ugu waxtarka badan ee ay soo saarto shirkadda Rapid Miner .

• Codsiyada ganacsiga, codsiyada ganacsiga, tababarka, waxbarashada, cilmi baarista, horumarinta codsiyada, iyo barashada mashiinka ayaa ah dhowr codsiyo oo laga yaabo in loo isticmaalo qalabka.
• Luuqadda barnaamijka JAVA^{(JAVA programming language)} ayaa loo isticmaalay dhismaheeda.
• Waa hal madal oo kulmisa barasho qoto dheer, qodista qoraalka, barashada mashiinka, iyo falanqaynta saadaalinta^{(deep learning, text mining, machine learning, and predictive analysis)} .
• Miner-ka degdega ah^{(Rapid Miner)} wuxuu bixiyaa server-ka sidii goob on-premises and public/private cloud option .
• Waxay ka kooban tahay saddex qaybood^{(three modules)} : Rapid Miner Studio, Server Rapid Miner Server, iyo Rapid Miner Radoop^{(Rapid Miner Studio, Rapid Miner Server, and Rapid Miner Radoop)} .
• Degdegga Miner Studio moduleka waxaa loogu talagalay naqshadeynta ^(designing) socodka shaqada, soo saarista, iyo xaqiijinta iyaga^{(workflows, prototyping, and validating them)} , iyo waxyaabo kale.
• Waxaad isticmaali kartaa Server^{(Miner Server)} -ka degdega ah ee macdanta si aad u socodsiiso moodooyinka xogta saadaalinta uu sameeyay istuudiyaha.
• Si loo sahlo falanqaynta saadaalinta, habraacyada waxaa si toos ah loogu fuliyaa kooxda Hadoop iyadoo la adeegsanayo Rapid Miner Radoop .
• Waxay ku salaysan tahay habka macmiilka/serverka.
• Software-ka macdan qodista ee bilaashka ah wuxuu leeyahay qaab-dhismeed ku saleysan template kaasoo u oggolaanaya gaarsiinta degdegga ah iyadoo yareyneysa khaladaadka soo noqnoqda ee qorista koodka gacanta.
• Diyaarinta xogta, barashada mashiinka, iyo geynta moodelka^{(Data preparation, machine learning, and model deployment)} dhamaantood waa la sameeyaa iyadoo la isticmaalayo.
• Barnaamijkan macdan qodista xogta bilaashka ah waxa ku jira dhawr qalab oo lagu abuurayo habab cusub oo macdan qodis ah iyo falanqaynta jaangooyooyinka saadaasha.
• Habab badan^(Multiple) oo maareynta xogta ayaa suurtagal ah barnaamijkan xog-macdaneed.
• Waxay ka kooban tahay is-dhexgal isticmaale garaaf ah ( GUI ) ama habaynta dufcaddii.
• Waxay ku xidhaa kaydadka xogta gudaha.
• Waxay leedahay dashboards is dhexgal iyo wadaag ah.
• Waxa kale oo ay leedahay falanqaynta saadaalinta ee ku salaysan Xogta Weyn^{(Big Data)} .
• Waxay samayn kartaa falanqayn fog.
• Barnaamijkan macdan qodista xogta waxa ku jira shaandhaynta xogta, ku biirista, isku darka, iyo isku-darka^{(data filtering, joining, merging, and aggregation)} .
• Waxay kuu ogolaanaysaa inaad abuurto, tababarto, oo aad xaqiijiso moodooyinka saadaasha.
• Barnaamijkan macdan qodista xogta waxa uu soo saaraa warbixino sidoo kale waxa uu soo diraa ogeysiisyo kiciyay.

16. KNIIN^{(16. KNIME)}

KNIME waa goob il furan oo lagu dhisayo barnaamijyada sayniska iyo adeegyada. KNIME waa falanqaynta xogta iyo madal is dhexgalka ka warbixinta ee ay abuurtay KNIME.com AG .

• Waxay ku salaysan tahay fikradda dhuumaha xogta modular^{(modular data pipeline idea)} .
• KNIME waxa uu ka kooban yahay dhawr qaybood oo ah barashada mashiinka iyo xogta macdanta kuwaas oo dhamaantood isku xidhan.
• KNIME waa barnaamij kombuyuutar oo si weyn looga faa'ideystay cilmi baarista dawooyinka^{(pharmacological research)} .
• Waxay ku fiican tahay falanqaynta xogta macaamiisha, falanqaynta xogta maaliyadeed, iyo hawlaha sirdoonka ganacsiga^{(consumer data analysis, financial data analysis, and business intelligence tasks)} .
• KNIME waxaa ku jira astaamo badan oo cajiib ah, sida hawlgelinta degdega ah iyo miisaanka^{(rapid deployment and scalability)} .
• Isticmaalayaashu waxay ku bartaan KNIME waqti gaaban gudaheed, waxayna ka dhigtay falanqayn saadaalin ah oo la heli karo xitaa isticmaalayaasha aan khibradda lahayn.
• KNIME waxay hore u socodsiisaa xogta falanqaynta iyo aragga iyadoo isu geynaysa noodhka.
• Waa mid ka mid ah qalabka ugu weyn ee xog-ururinta si loo fahmo xogta iyo abuurista hababka sayniska xogta.
• Waxay caawisaa abuurista hababka sayniska xogta dhamaadka-ilaa-dhamaadka^{(creation of end-to-end data science processes)} .
• Waxa ay awood kuu siinaysaa in aad isku gayso xogta dhawr ilood.
• Waxay kuu ogolaanaysaa inaad isku gayso, kala saarto, shaandhayso, oo aad ku xidho xogta gudaha, kaydka kaydka, ama guud ahaan goobaha xogta waaweyn ee la qaybiyey^{(aggregate, sort, filter, and connect data locally, in a database, or across distributed big data environments)} .
• Waxay abuurtaa kala-soocidda, dib-u-celinta, iyo dhimista cabbirka moodooyinka barashada mashiinka^{(classification, regression, and dimension reduction machine learning models)} .

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17. xaliye^{(17. Solver)}

XLminer's Solver's XLminer^{(Solver’s XLminer)} waa codsi macdan qodis ah oo xirfad leh oo loogu talagalay muujinta xogta, saadaalinta, iyo macdanta xogta ee Excel^{(data visualization, forecasting, and data mining in Excel)} taas oo fudud in la isticmaalo.

• Waxa ay la socotaa agabka diyaarinta xogta oo dhamaystiran oo loogu talagalay soo dejinta iyo nadiifinta xogtaada.
• XLMiner waxa ay haysaa qalab falanqayn oo dhamaystiran oo ku salaysan tirokoobyada iyo farsamooyinka barashada mashiinka^{(statistics and machine learning techniques)} .
• Waxaa laga yaabaa inaad u isticmaasho barnaamijka si aad ula shaqeyso xog-ururin weyn oo Excel uusan xamili karin.
• Waxay la socotaa qalab sahamin iyo muuqaal ku dhex dhisan oo xog^{(built-in data exploration and visualization tools)} .
• Sahaminta xogta waxay ku siinaysaa aragtiyo degdeg ah isku xidhka hoose ee xogta.

18. ELKI

ELKI waa qalab macdan qodis ah oo ku salaysan Java.

• Qalabku wuxuu noo ogolaanayaa inaan baarno algoorithms-yada diiradda saaraya falanqaynta kutlada aan la ilaalin iyo hababka aqoonsiga ka baxsan^{(unsupervised cluster analysis and outlier identification approaches)} .
• ELKI waxay bixisaa tiro badan oo algorithms-yada aadka loo qiyaaso.
• Waxay ka dhigaysaa qiimaynta algorithmamka iyo bar-tilmaameedka mid fudud oo cadaalad ah^{(simple and fair)} .
• R*-geedka waa mid ka mid ah qaababka tusmada xogta ee^{(data index structures)} ay bixiso ELKI si ay uga caawiso macdanta xogta.

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19. SPMF

SPMF waa qaab-macdan qodis xog il furan oo saldhigeedu yahay Java.

• Waxa lagu siidaayay shatiga guud ee GNU^{(GNU General Public License)} .
• Waxay awood kuu siinaysaa inaad ku darto koodka isha iyo codsiyada kale ee Java .
• Macdanta qaanuunka ururku^{(Association)} waa suurtogal iyadoo la isticmaalayo barnaamijkan xog-macdaneed.
• Waxay kuu ogolaanaysaa inaad miinada qaababka isku xigxiga iyo xeerarka isku xigxiga ah^{(mine sequential patterns and sequential rules)} .
• Waxay bixisaa macdan qodista naqshad leh heer sare oo faa'iido leh.
• Macdanta-waqtiga-xilliyeedka^{(Time-series mining)} ayaa diyaar ah.
• Barnaamijkan xog-ururinta waxa uu caawiyaa ururinta iyo kala soocidda xogta^{(clustering and categorization of data)} .

20. Macdanta Ganacsiga^{(20. Enterprise Miner)}

Enterprise Miner waa barnaamij SAS ah kaas oo ku siinaya algorithms-ka goyn si ay kaaga caawiyaan xalinta mashaakilaadka ugu adag iyo u helida xalalka ugu wanagsan^{(solving the most difficult problems and finding the finest solutions)} shirkadaada.

• Waxay gacan ka geysataa hagaajinta saxnaanta saadaasha^{(improvement of prediction accuracy)} .
• Natiijooyinka lagu kalsoonaan karo waa in lala wadaagaa
• Waxay bixisaa interface user fudud iyo habaynta Dufcaddii^{(simple user interface and batch processing)} .
• Waxa ay leedahay karti wax-ku-dejineed oo horumarsan.
• Dhibcaha otomaatiga^{(Automated scoring)} ah ayaa lagu heli karaa codsigan macdan qodista.

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21. Datawatch

Datawatch desktop waa sirdoonka shirkadaha iyo nidaamka macdanta xogta.

• Software-kan macdan qodista ee bilaashka ah wuxuu kuu ogolaanayaa inaad xoogga saarto aragtida xogta wakhtiga dhabta ah^{(concentrate on data visualization in real-time)} .
• Waxay bixisaa qalab si ay u caawiyaan dadka isticmaala horumarinta iyo geeyo hababka la socodka iyo falanqaynta iyada oo aan la qorin hal xariiq kood.
• Isticmaalayaasha waxa laga yaabaa inay abuuraan xog la habeeyey iyagoo isticmaalaya jiid-iyo-jiid shaqaynta^{(drag-and-drop functionality)} .
• Waxay ogaataa khaladaadka ganacsiga^{(trade irregularities)} .
• Isticmaalka xogtii hore, waxay falanqaynaysaa sida duruufaha kala duwani u saamayn karaan waxqabadka.

22. Macdanta sare^{(22. Advanced Miner)}

Macdanta Sare^{(Advanced Miner)} waa qalab waxtar u leh habaynta xogta, falanqaynta, iyo qaabaynta^{(data processing, analysis, and modeling)} .

• Waxaad baari kartaa noocyo badan oo xog ah adigoo isticmaalaya interface-ka socodka shaqada ee saaxiibtinimo-saaxiibtinimo^{(user-friendly workflow interface)} .
• Soo saarista iyo kaydinta from/to various database systems, files, and data transformations .
• Waxay bixisaa hawlo xogeed oo kala duwan, sida muunad, isku xidhka xogta, iyo wixii la mid ah^{(sampling, connecting datasets, and so on)} .
• Waxay dhistaa moodallo tirokoobyo, waxay samaysaa falanqayn muhiimad door ah, falanqaynta kooxaynta^{(statistical models, does variable importance analysis, clustering analysis)} , iyo in ka badan.
• Isdhexgalka moodooyinka iyo nidaamyada IT-ga dibadda waa mid sahlan oo waxtar leh^{(simple and effective)} .

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23. SSDT (SQL Data Tools)^{(23. SSDT (SQL Server Data Tools))}

SSDT waa mid kale oo ka mid ah liiska ugu fiican software macdanta bilaashka ah. Waa halbeeg qeexid iyo mid caalami ah oo ku fidinaya^{(declarative and universal paradigm)} Visual Studio IDE dhammaan dhinacyada horumarinta xogta.

• BIDS waxay ahayd jawigii hore ee Microsoft ee ^(Microsoft)falanqaynta xogta iyo xalalka sirdoonka ganacsiga^{(data analysis and business intelligence solutions)} .
• SSDT transact, sifada naqshadaynta SQL waxaa isticmaala horumariyayaashu si ay u abuuraan, u maamulaan, u saxaan, iyo dib u habeeyaan xogta xogta^{(create, manage, debug, and remodel databases)} .
• Isticmaaluhu waxa uu si toos ah ula shaqayn karaa xog-ururin ama xog-ururin ku xidhan, taas oo awood u siinaysa goobta ama shaqada ka baxsan^{(database or a linked database, enabling on-premise or off-premise functionality)} .
• SSDT BI^{(SSDT BI)} waxa loo sameeyay in lagu badalo BIDS , taas oo aan ku haboonayn Visual Studio2010 .
• Isticmaalayaasha waxaa laga yaabaa inay ka faa'iidaystaan ​​​​teknooloojiyada Visual Studio sida ^(Studio)IntelliSense, code navigation tools, and programming support via C#, Visual Basic , iyo luqadaha kale si ay u dhisaan xog ururin.
• Naqshadeeyaha^(Designer) miiska SSDT wuxuu kuu ogolaanayaa inaad dhisto jadwal cusub oo aad beddesho miisaska jira^{(build new tables and change existing tables)} ee xogta tooska ah iyo kuwa isku xidhan^{(direct and linked databases)} .

24. Liin^{(24. Orange)}

Orange waa barashada mashiinka heer sare ah iyo xidhmo software macdanta xogta.

• Waa barnaamij ka kooban qaybo ka mid ah oo sida ugu wanaagsan u fududeeya aragtida xogta.
• Orange waxay soo jiidataa dareenka isticmaalayaasha.
• Isbarbardhigga iyo qiimeynta xogta, Orange waxay u suurtagelisaa isticmaalayaasha inay ku gaaraan go'aamo wanagsan waqti yar gudahood.
• Qaybaha Orange waxa loo yaqaan widgets maadaama ay tahay barnaamij qayb ku salaysan.
• Aaladahani waxay daboolayaan wax walba laga bilaabo sawir-qaadista xogta iyo ka-hor-u-samaynta ilaa qiimaynta algorithm ​​iyo qaabaynta saadaalinta.
• Luuqada barnaamijka Python^{(Python programming language)} ayaa la isticmaalay si loo abuuro.
• Xogta gelaysa Orange isla markiiba waxaa loo habeeyaa qaabka la rabo waxaana laga yaabaa in si fudud loo dhaqaajiyo iyada oo la jiidi karo ama la rogi karo widgets-ka^{(dragging or flipping the widgets)} .
• Barnaamijkan macdan qodista xogta waxa uu muujinayaa shaxda xogta waxana uu u ogolaanaya isticmaalayaasha in ay doortaan sifooyinka^{(table of data and allows users to pick characteristics)} .
• Barnaamijkan macdan qodista waxa uu awood kuu siinayaa in aad akhrido xogta^{(read data)} .
• Waxay ka caawisaa tababbarka saadaaliyayaal, isbarbardhigga algorithms-yada barashada, iyo sawirida qaybo xog^{(training predictors, comparing learning algorithms, and visualizing data pieces)} , iyo waxyaabo kale.
• Orange waxa kale oo uu siyaa qalabka falanqaynta ee marmarka qaarkood soo jiidasho iyo raaxaysi badan. Waa wax aad u xiiso badan in la ciyaaro.

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25. Madaniga^{(25. Civis)}

Iyadoo maskaxda lagu hayo saynisyahanada xogta iyo suuqyada go'aanka, Civis waxay^(Civis) ku siinaysaa awood aad ku gaadho go'aamo xog ogaal ah.

• Waxay awood u siinaysaa kooxdaada inay si wax ku ool ah ula falgalaan oo ay u helaan jawaabaha si degdeg ah.
• Software-ka macdan qodista xogtan waxa uu bixiyaa qaab- dhismeedka, agabka, iyo hababka ka caawiya ilaalinta xogta^{(architecture, tools, and methods that aid in data security)} .
• Ururinta xogta qaadashada iyo cutubyada ETL^{(data intake and ETL modules)} ayaa diyaar u ah habaynta.
• Waxay ku abuurtaa koodka qoraalka, waxay isku daraysaa qoraallo ama hawlo badan habsocodka, waxayna jadwaleysaa socodka shaqada.
• Software-kan macdan qodista ee bilaashka ah wuxuu awood kuu siinayaa inaad u beddesho cilmi-baaristaada iyo moodooyinkaaga abka ku shaqeeya meel la miisaami karo, wax soo saar diyaarsan.

26. Viscovery

Viscovery waa xirmo kombuyuutar oo diiradda saaraya socodka shaqada.

• Macdanta xogta sahaminta iyo qaabaynta saadaalinta^{(explorative data mining and predictive modeling)} , waxay isticmaashaa maab is-abaabulan iyo tirokoobyo kala duwan.
• Nidaamku wuxuu u iftiimaa isticmaale-saaxiibtinimo hagidda iyo hirgelinta qaangaadhka ah^{(user-friendly navigation and mature implementation)} .
• Waxay siisaa jawi mashruuc oo qumman oo loogu talagalay hawlgallada ku jihaysan yoolka.
• Nidaamyada la go'aamiyay waxay kuu oggolaanayaan inaad bixiso hagitaan la beegsaday.
• Talaabooyinka habraaca ayaa si cad loo qeexay, iyadoo habayn hore loo xaqiijiyay inay shaqaynayaan.
• Qaybinta socodka shaqadu waxay ogolaataa noocyo kala duwanaansho ah in la abuuro.
• Waxay bixisaa dukumeenti isku dhafan iyo hawlo qoraal ah^{(integrated documentation and annotation functions)} .
• Si loo fududeeyo isticmaalka, waxaa jira qalabyo kala duwan oo lagu maareeyo.

lagu taliyay:^{(Recommended:)}

• Sida loo qariyo Apps-ka Android^{(How to Unhide Apps on Android)}
• Hagaaji qaladka Excel stdole32.tlb gudaha Windows 10^{(Fix Excel stdole32.tlb Error in Windows 10)}
• 25 Aaladaha Gurguurta ee Shabakadda Bilaashka ah ee ugu Fiican^{(25 Best Free Web Crawler Tools)}
• 31-ka Aaladaha Xarigga Shabakadda ee ugu Fiican^{(31 Best Web Scraping Tools)}

Waxaan rajeyneynaa in maqaalkani uu waxtar lahaa oo aad ka baratay software-ka ugu fiican ee macdanta^{(data mining software)} . Noo sheeg midka aad ugu jeceshahay qaybta faallooyinka. Sidoo kale, kula wadaag fikradahaaga ama su'aalahaaga sanduuqa faallooyinka. Weligaa ha^(Never) seegin inaad noo soo sheegto waxaad rabto inaad barato marka xigta.

26 Best Data Mining Software

The fundamental gоal of datа mining iѕ to find patterns in massivе amounts of data and translate that data into more refined/actionable informatіon. Data mining may be done with a variety of tools. The following is a selected list of best free data mining software, along with popular features and links to the most recent downloads. This collеction of the best mining tools for comparison includes both орen source and commercial options.

26 Best Data Mining Software

Data mining is a method that aids in discovering previously unsuspected or undiscovered correlations in data to gain economic advantages. It’s a sophisticated data analysis approach that combines machine learning and artificial intelligence to extract relevant information, allowing companies to understand more about their customers’ demands, raise revenues, lower expenses, and improve customer relationships, among other things. Continue reading to learn about free data mining software.

1. Sisense

First on the list of best free data mining software or tools is Sisense.

• It is one of the greatest free data mining software solutions for analyzing and visualizing large and diverse information in real-time.
• It’s an excellent tool for generating dashboards with a range of visuals.
• It allows non-techies to create interactive dashboards.
• Sisense is the most effective and well-suited BI software for reporting within the firm.
• It allows data from several sources to be merged into a single repository and data refining to produce rich reports that can be shared across departments for reporting.
• It creates a unified representation of the truth based on consistent evidence.
• Also, it consolidates disparate data into a single location.
• The drag-and-drop user interface is easy.
• It has a fantastic capacity to handle and analyze data for both small and large businesses.
• Sisense was named the top BI software in 2016 and continues to retain a strong position.
• It’s been created with non-technical users in mind.
• Depending on the goal of an organization, several widgets can be used to produce reports in the shape of pie charts, line charts, bar graphs, and so on.
• Reports may be further dug down by clicking to see more information and statistics.
• It allows for dashboard access from a mobile device.
• It has a very appealing design.
• Using filters and computations, you can identify key metrics.
• A single commodity server handles large-scale data.

2. Zoho Analytics

Zoho Analytics is a business intelligence and self-service analytics software.

• It allows users to construct informative dashboards quickly and graphically evaluate any data.
• It comes with an AI-powered assistant that allows customers to ask queries and receive intelligent responses in the form of useful reports.
• There are more than 100 ready-to-use connections for major business software, cloud storage, and databases.
• Charts, pivot tables, summary views, KPI widgets, and custom-styled dashboards are just a few of the visualization possibilities available.
• Unified business analytics allows you to analyze data from all of your company systems in one place.
• AI, machine learning, and natural language processing (NLP) are being used to augment analytics.
• It has embedded analytics solutions and white label BI portals.

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3. Xplenty

Xplenty offers a platform with features for integrating, processing, and preparing data for analytics.

• Now, Xplenty is available as Integrate.io.
• With the aid of Xplenty, businesses will be able to take advantage of the potential presented by big data without having to invest in associated staff, gear, or software.
• It’s a comprehensive set of tools for creating data pipelines.
• It offers data transfer and transformation capabilities between databases and data warehouses.
• The support service is available by email, chat, phone, and online meeting.
• You’ll be able to use rich expression language to create complicated data preparation routines.
• It includes an easy-to-use interface for implementing ETL, ELT, or replication.
• A workflow engine will allow you to orchestrate and schedule pipelines.
• Xplenty is the universal data integration platform. There are no-code and low-code alternatives available.
• Advanced customization and flexibility will be provided through an API component.

4. R-Programming

R-Programming is also one of best free data mining software. It is a statistical computing and graphics language.

• It may also be used to analyze large amounts of data.
• It has a large number of statistical tests.
• It offers a data handling and storage facility that works well.
• It includes a set of operations for working with arrays, particularly matrices.
• It offers a comprehensive and integrated set of big data tools for data analysis.
• It includes graphical data analysis tools that may be seen on-screen or printed off.

Also Read: 10 Best Programming Languages to Learn Today

5. BOARD

Board is a toolkit for management intelligence.

• Business intelligence and corporate performance management functions are combined in this software.
• It is intended to provide business intelligence and business analytics in one package.
• It allows you to use a single platform to analyze, simulate, plan, and anticipate.
• It helps you to create unique analytical and planning software.
• Board Business Intelligence, Corporate Performance Management, and Business Analytics are all included in All-In-One.
• It enables companies to create and maintain complex analytical and planning systems.
• The unique platform aids reporting by allowing users to access numerous data sources.

6. Data Melt

DataMelt is a software that combines the power of hundreds of Java libraries with the ease of scripting languages such as Python, Ruby, and Groovy

• It is a software for free numeric calculation, mathematics, data analysis, and data visualization application
• It provides statistics, large-scale data processing, and scientific visualization.
• It provides an interactive platform for data display and analysis.
• It is primarily intended for engineers, scientists, and students.
• DMelt is a multi-platform application built in Java.
• It will operate on any operating system that is JVM compatible (Java Virtual Machine).
• There are scientific and mathematical libraries in it.
• DataMelt is a tool for analyzing massive data sets, data mining, and statistical analysis.
• It is commonly utilized in financial market analysis, natural sciences, and engineering.
• It works with a variety of programming languages and operating systems.
• It enables you to produce high-quality vector graphics images (EPS, SVG, PDF, and so on) that can be used with LaTeX and other text processors.
• Data Melt allows you to use scripting languages that are much quicker than the conventional Python implementation in C.

7. Inetsoft

The data mining tool style by Inetsoft Intelligence is a data mining and very beneficial intelligence tool.

• It enables rapid and flexible data transformation from a variety of sources.
• It facilitates access to organized, semi-structured data and on-premise applications.
• Apps may be optimized for data use and upgrading.
• It provides customizable and secure data exploration and reporting options.
• Using the Inbuilt Spark platform, you can scale up for massive data sets of users.
• You can create paginated reports with business logic and parameterization inherent in them.

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8. H2O

Another outstanding open-source data mining tool is H2O.

• It’s used to analyze data stored in cloud computing application systems.
• H2O enables you to use distributed systems’ and in-memory computing’s computational capability.
• With Java and binary format, it provides quick and easy deployment into production.
• It enables you to create a model in H2O using computer languages such as R, Python, and others.
• Its processing is distributed and in memory.

9. Alteryx

Alteryx is a company that specializes in corporate business intelligence and analytics.

• It’s a platform created specifically for data analysts and business leaders.
• It offers analytics to small and medium-sized businesses.
• Ad Hoc Analysis is possible.
• It provides online analytical processing in a timely manner.
• Automatically Scheduled Reporting is also included.
• It has a dashboard that may be completely customized.

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10. Oracle BI

Oracle BI is an open-source machine learning and data visualization tool.

• It is suitable for novice and advanced users.
• Oracle software is part of Oracle Advanced Analytics.
• It offers excellent data mining algorithms for data classification, prediction, regression, and specialized analytics, allowing analysts to analyze insights, make better predictions, target the best customers, find cross-selling opportunities, and detect fraud.
• The algorithms built into ODM make use of Oracle’s database’s capability.
• SQL’s data mining function may extract information from database tables, views, and schemas.
• Oracle Data Miner’s graphical user interface is a more advanced version of Oracle SQL Developer.
• It allows users to directly drag and drop data inside the database, providing improved insight.
• It enables workflows for interactive data analysis with an extensive toolkit.
• It offers interactive data visualization.
• It provides interactive data exploration for quick qualitative analysis with clear visuals.
• Orange encourages hands-on learning and visual representations of data science principles.
• It has a large number of add-ons for data mining from external sources.

12. Teradata

Teradata is a massively parallel open processing technology that may be used to create large-scale data warehouse applications.

• Teradata may be installed on a Unix/Linux/Windows server.
• Teradata Optimizer has the capacity to handle up to 64 joins in a query.
• The total cost of ownership for Tera data is minimal.
• It’s simple to set up, maintain, and manage.
• It’s a data warehouse for businesses that includes data management and data mining software.
• It has the potential to be utilized in business analytics.
• Teradata is utilized to understand corporate data like sales, product positioning, and consumer preferences, among other things.
• It may also distinguish between hot and cold data, putting less often utilized data in a slower storage portion.
• Teradata has a shared-nothing design, with each server node having its memory and processing power.
• It allows you to interact with data contained in tables using SQL. It serves as an extension.
• It assists you in automatically distributing data to drives without the need for personal involvement.
• Teradata provides load and unload functions to transport data into and out of the Teradata system.

Also Read: 28 Best File Copy Software for Windows

13. Dundas

Dundas is an enterprise-ready data mining platform that can be used to create and examine interactive dashboards, reports, and other data visualizations.

• Dundas BI may be used as the organization’s core data site.
• It is a server application that includes all of the product’s features.
• It also allows you to integrate and retrieve data from various sources.
• It provides data visualizations that may be customized.
• Dundas is dependable because of its swift integrations and insights.
• It comes with a limitless number of data transformation patterns and appealing tables, charts, and graphs.
• Dundas BI has a terrific feature that allows various devices to access data while maintaining gap-free document security.
• It organizes data into well-defined structures in a specified way to make processing easier for the user.
• It comprises relational methodologies that allow for multidimensional analysis and concentrates on business-critical issues.
• It saves money and removes the need for extra software since it delivers dependable reports.
• It comes with a slew of smart drag-and-drop features.
• It also uses maps to visualize data.
• It has advanced data analytics and predictive analytics.

14. Qlik

Qlik is a data visualization and best mining tool.

• It also includes dashboards and reports.
• Multiple data sources and file kinds are supported.
• It creates flexible and dynamic data visualizations with drag-and-drop interfaces.
• It responds to interactions and changes in real-time.
• Multiple data sources and file kinds are supported.
• It enables easy data and content security across all devices.
• You may exchange relevant analysis using a single hub, including applications and stories.

Also Read: 30 Best CSV Editor for Windows

15. RapidMiner

Rapid Miner is one of the most effective predictive analytic systems produced by the Rapid Miner corporation.

• Business applications, commercial applications, training, education, research, application development, and machine learning are just a few applications for which the tool may be utilized.
• The JAVA programming language was used to construct it.
• It’s a single platform that combines deep learning, text mining, machine learning, and predictive analysis.
• Rapid Miner offers the server as both an on-premises and public/private cloud option.
• It comprises three modules: Rapid Miner Studio, Rapid Miner Server, and Rapid Miner Radoop.
• Rapid Miner Studio module is for designing workflows, prototyping, and validating them, among other things.
• You can use Rapid Miner Server to run studio-created predictive data models.
• To make predictive analysis easier, procedures are executed directly in the Hadoop cluster using Rapid Miner Radoop.
• It is based on a client/server approach.
• This free data mining software has template-based frameworks that allow faster delivery while reducing the frequent mistakes in manual code authoring.
• Data preparation, machine learning, and model deployment are all done using it.
• This free data mining program includes several tools for creating new data mining processes and analyzing prediction setups.
• Multiple data management approaches are possible with this data-mining program.
• It features a graphical user interface (GUI) or batch processing.
• It connects to internal databases.
• It has dashboards that are interactive and shared.
• It also features predictive analytics based on Big Data.
• It can do remote analysis.
• This data mining program features data filtering, joining, merging, and aggregation.
• It allows you to create, train, and verify prediction models.
• This data mining program generates reports as well as sends out triggered notifications.

16. KNIME

KNIME is an open-source platform for building data science apps and services. KNIME is a data analytics and reporting integration platform created by KNIME.com AG.

• It is based on the modular data pipeline idea.
• KNIME is made up of several machine learning and data mining components that are all linked together.
• KNIME is a software program that has been widely utilized in pharmacological research.
• It excels in consumer data analysis, financial data analysis, and business intelligence tasks.
• KNIME includes numerous fantastic features, such as rapid deployment and scalability.
• Users learn KNIME in a short amount of time, and it has made predictive analysis accessible to even the most inexperienced users.
• KNIME pre-processes data for analytics and visualization by putting nodes together.
• It’s one of the greatest data mining tools for understanding data and creating data science processes.
• It aids in the creation of end-to-end data science processes.
• It enables you to combine data from several sources.
• It allows you to aggregate, sort, filter, and connect data locally, in a database, or across distributed big data environments.
• It creates classification, regression, and dimension reduction machine learning models.

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17. Solver

Solver’s XLminer is a professional data mining application for data visualization, forecasting, and data mining in Excel that is simple to use.

• It comes with a full range of data preparation tools for importing and cleaning your data.
• XLMiner has a complete collection of analytical tools based on statistics and machine learning techniques.
• You may use the program to work with big data sets that Excel can’t handle.
• It comes with built-in data exploration and visualization tools.
• Exploring data provides fast insights into the data’s underlying linkages.

18. ELKI

ELKI is a Java-based open-source data mining tool.

• The tool allows us to investigate algorithms focusing on unsupervised cluster analysis and outlier identification approaches.
• ELKI provides a large number of highly parameterize algorithms.
• It makes algorithm assessment and benchmarking simple and fair.
• The R*-tree is one of the data index structures provided by ELKI to help in data mining.

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19. SPMF

SPMF is a Java-based open-source data mining framework.

• It’s released under the GNU General Public License.
• It enables you to combine source code with other Java applications.
• Association rule mining is possible using this data-mining program.
• It allows you to mine sequential patterns and sequential rules.
• It provides pattern mining with a high level of usefulness.
• Time-series mining is available.
• This data mining program aids in the clustering and categorization of data.

20. Enterprise Miner

Enterprise Miner is a SAS program that provides you with cutting-edge algorithms to assist you in solving the most difficult problems and finding the finest solutions for your company.

• It aids in the improvement of prediction accuracy.
• Reliable results should be shared.
• It offers a simple user interface and batch processing.
• It has advanced predictive and descriptive modeling capabilities.
• Automated scoring is available with this data mining application.

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21. Datawatch

Datawatch desktop is a corporate intelligence and data mining system.

• This free data mining software allows you to concentrate on data visualization in real-time.
• It provides tools to help users develop and deploy monitoring and analytic systems without writing a single line of code.
• Users may create a customized display of data using the drag-and-drop functionality.
• It detects trade irregularities.
• Using previous data, it analyses how different circumstances may affect performance.

22. Advanced Miner

An Advanced Miner is a helpful tool for data processing, analysis, and modeling.

• You may examine many forms of data using its user-friendly workflow interface.
• Data extraction and storage from/to various database systems, files, and data transformations.
• It provides a variety of data operations, such as sampling, connecting datasets, and so on.
• It builds statistical models, does variable importance analysis, clustering analysis, and more.
• Models’ interaction with external IT systems is simple and effective.

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23. SSDT (SQL Server Data Tools)

SSDT is another one on the list of best free data mining software. It is a declarative and universal paradigm that extends the Visual Studio IDE to all aspects of database development.

• BIDS was the previous Microsoft environment for data analysis and business intelligence solutions.
• SSDT transact, a SQL design feature is used by developers to create, manage, debug, and remodel databases.
• A user can work directly with a database or a linked database, enabling on-premise or off-premise functionality.
• The SSDT BI was created to replace BIDS, which was not compatible with Visual Studio2010.
• Users may leverage Visual Studio technologies like IntelliSense, code navigation tools, and programming support via C#, Visual Basic, and other languages to construct databases.
• Table Designer in SSDT allows you to build new tables and change existing tables in direct and linked databases.

24. Orange

Orange is an excellent machine learning and data mining software bundle.

• It is a component-based program that best facilitates data visualization.
• Orange attracts a lot of attention from users.
• By swiftly comparing and evaluating data, Orange enables users to make better decisions in less time.
• Orange’s components are known as widgets since it is a component-based program.
• These widgets cover everything from data visualization and pre-processing to algorithm assessment and predictive modeling.
• The Python programming language was used to create it.
• The data entering Orange is immediately organized into the desired pattern and may be easily moved by dragging or flipping the widgets.
• This data mining program displays a table of data and allows users to pick characteristics.
• This data mining program enables you to read data.
• It helps in training predictors, comparing learning algorithms, and visualizing data pieces, among other things.
• Orange also gives the sometimes drab analytic tools a more engaging and enjoyable feel. It’s a lot of fun to play.

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25. Civis

With data scientists and decision markets in mind, Civis empowers you to make informed decisions.

• It enables your team to interact more effectively and find answers more quickly.
• This data mining software provides architecture, tools, and methods that aid in data security.
• A collection of data intake and ETL modules is available for setup.
• It creates code in a script, combines many scripts or tasks into a process, and schedules a workflow.
• This free data mining software enables you to transform your research and models into apps that run on a scalable, production-ready platform.

26. Viscovery

Viscovery is a software package that focuses on workflow.

• For explorative data mining and predictive modeling, it uses self-organizing maps and multivariate statistics.
• The system shines in user-friendly navigation and mature implementation.
• It provides a perfect project environment for goal-oriented operations.
• Dedicated processes allow you to provide targeted navigation.
• Steps in the procedure are clearly defined, with default settings verified to function.
• Workflow branching allows model variants to be created.
• It offers integrated documentation and annotation functions.
• To make it easier to use, there are various handling tools.

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We hope this article was helpful and you learned about the best data mining software. Let us know which one was your favorite in the comment section. Also, share your suggestions or queries in the comment box. Never miss to let us know what you want to learn next.

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