Create DataFrame
val empDF = spark.createDataFrame(Seq(
(7369, "SMITH", "CLERK", 7902, "17-Dec-80", 800, 20, 10),
(7499, "ALLEN", "SALESMAN", 7698, "20-Feb-81", 1600, 300, 30),
(7521, "WARD", "SALESMAN", 7698, "22-Feb-81", 1250, 500, 30),
(7566, "JONES", "MANAGER", 7839, "2-Apr-81", 2975, 0, 20),
(7654, "MARTIN", "SALESMAN", 7698, "28-Sep-81", 1250, 1400, 30),
(7698, "BLAKE", "MANAGER", 7839, "1-May-81", 2850, 0, 30),
(7782, "CLARK", "MANAGER", 7839, "9-Jun-81", 2450, 0, 10),
(7788, "SCOTT", "ANALYST", 7566, "19-Apr-87", 3000, 0, 20),
(7839, "KING", "PRESIDENT", 0, "17-Nov-81", 5000, 0, 10),
(7844, "TURNER", "SALESMAN", 7698, "8-Sep-81", 1500, 0, 30),
(7876, "ADAMS", "CLERK", 7788, "23-May-87", 1100, 0, 20)
)).toDF("empno", "ename", "job", "mgr", "hiredate", "sal", "comm", "deptno")
empDF.show
Basic Commands
show: SHOW method is used to display Dataframe records in readable tabular format on stdout
empDF.show
![](data:image/png;base64,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6FrQOdxDfoJFW1eJamVLKMMIjqBpdn068XBlGeSp/v1NrH8f7LDrZ8GordKGy+LwGDrFXIpBLbTf440huFBFe7jOxcsVbvF79JwRSzqfPtvfbxQfeOBSuhFyLnUEVw16Zkq7l0Ohph9o/9r902PwjmuGLn38Jxlov7ucrl9s4VA09r6EQFWytcpc+3a7zkDwYxqRNfLR8PIgEkgASQABKYhsA8yDCZ0mhZkhrL3B4kW4YPxx0VRhAKvWVJLzkB/kKmqhrvoa83OeRqNMzdnfsBhzhTUasDW7XSdq5YX9V2JsDN0vUDYQ0HOw4ytdofYkufqOuad2NGUxummCm04d1/eL2jfuyOFY+3xij7npl6Np685xeDf/VnY/YVp6dJqsWX4Fw9k8hBC/oTXofdcroRo05y1hOY3Sm0RnN3Js+ywmxRY7bAHPx5UxvN3Zo4kiYJUmmwWGbUMkktU/xTUGG8KbCuTMVG6DC5TtfOpwuegwH310CxggpTOXbXHqJUvsaZ39AIhcXr0XymLvLenkOMKVA3bd0Hb2+Y1OnMA7jpDiJdD5Ddsept1tpqcf4t+26GMrXZIvXEwWw6kuCtm1t9Ncq1WyyxYLdbl8bJ/3ruhHpUre0frndbblla8UsAMfkEaLDl8MmGKN4JwrzkcA8AnPRD645fwBWiC3r4XK5Mpavy5f3d7oxfbzSr+I2jZNZ5vD7O4uEyhN+iCtN5tixX0Z+uw7hq7vZJ49nz28UbxLK6uVX9GM2WGLs46BRa88CdA5KIupc7d4PTqjBC6QgdW0i1svsqwWjWk9VP5/li3d192NTp1E3bFIxvdUa50aRiN6IXVNnW9e6CNr9qaHzHoY60Nhq0xOdtKlV07tnFPmVLaegF13640wtCBZFP5ynaNejoHQX+J+2bfwsngJDp7Z6g1dILVjCazWrmYyyTqzh7r4gmdeKECvAwEkACSAAJIIEpCMx0bdgU9U1xCnuXSt1rfZsvXSmdi7kKdXIjW9tyPU8MZSQ4F3j2+f2+TK6CGQ14HrqbMGXipe/AFYqBGKApzHr9FI4TKh/wMMjUenXP68NVstlHwhDY6L8RF4pTqLsncLUc3SIM655np4PC4vHqiMY1XfudVnGBHi619Q6zwWER/GHMMDTtqkdTBYfY2DaJvjCr3WCxadrFt7Zd6/Tb5I/gEBM7nqtkLkFT+J+dEDwP9fKEtHLopCmdIMNNmfi7+TWRrpkCAen8nmXahEIjH+cM5Cq56wZpDbjHqc96PluFcbLe1WATbXjjCUytxhN6u0RxKSxrVnkrTzfG9tiIKkQVpnFYDHar6A+TngKRm++2suXS9WlkY/0dbP6teLbTYb3TmtmtdxvZOgdhY5fxUEA8613oujmiplG7BD8j/3zrw22mhF2j7edA9l6xy1t9pT6qwBf7FH0N1jkk3PqksvdAaZbyDdLitvbHlczsdqjapd5oZso09CGEwvbKlelX13TEA92lINxDvGbV9TwG1PY1E/GYL01L4IXBM94x/xZObDDosIGAcYVmUUW0652IArh6UidOrABPQAJIAAkgASQwmcDcyTCulkkVSadvQK9I29GkkzQPM9WBt/Na55qJL5wkvlbE+Rdbucq1DK5+LBihXPJY5Q8JmPCJwY9cnc7WNM7Vt7zhf52l2uI2ka3cXvQiX3khPsA7UCi1CZ1z3GI0plpuExorRDNKNvCtqIincmXUQpbXjfllR8ETUeINTrNSAVKMfKTvhlDwrNLht/HgEHvJSDRaUGFykGAytdXxDTpMcIjp2oWLPExYwRWWfzL4Pc9xjTLocQ3ROI8cXN7VpPP0H8GLLVFUVeXxi6FwvY1nGZ5g6MSWX1AW64FQ/PJOGm3LPJSfCMOyYdwrAqZWbBC65XHD6LvboRC0BANSUbIptAriqVZ/wyjkGnmISHRY1DKNY+mFDoOiG1T0tKRdC53+/fdfu15thYpGQHUNWM/VSunI51RVtbpxcHx8vB8O2AccjeObKtO7nZrWVew03+ljtpTN84vukc4uppjKtEzr628MuexXzjH10vVJNN0yeAO2bkdDtHGLUC1qhNdAtbu7stC/KrOGbNdq4qDnmIcmsWDQyoXHUOmuJDRcbjQuEPWHlsiAqdZ5Ug9BswTXLN+VhFZAOAAM3O7x8U3/WUfm38I3k+BaDwyxoBcEu7BN6sQ3l48XIAEkgASQABIYQWAeghKlZrGlS/pJ51sb5w4AF0cGgta2TEMzVfVKeLe1vXO+857SmPREjbGEDqS5GpRLmwe+6HY6+jGjMhnktbo2ePCmOKsR7AZ2qR3hAyJ1msold3IpyADi9ngkr1tZmMaSRhVMvUZtXLsBcy21MHOTbgphqtZugHDsBUCNuniO9okqTOcT1aRh2UQegQ5bkaaAAG8haYbQwU+XlxXbhvGF6R0VFhDUsdpqVVE0eBCM44bCi6uFHWqnfzkTzWRKesXlg9y5b5NO3mFh0ME+mUymr47ur+SQxsXjcS6ByvgBG3N7WeBNX55fBIh1kGqLSUfql1dtAaWMrd9mL66OPteCp5FO+BrM6mEuaFF2cr0UIdeLmDvA18//wMJMnjRoufL1KZUrVlttckFnXfX7Z5W/QWF2mcjExelXzcaKUcmB6stCookWGN71JDO3kY/DKUaEhpm+/L231AUJKuwWVJhV8PZoli1y+mVcoi4Y7zaZMK8EN+4hHoyqukKSlYBPhXTJGT4J9Nx+fddRPbv1mWq86DFJRheZfv0gzGzFkts3FzqTtl0j3OHwgBruXV2/ph5IK6y/elHc5B3Nr6FP52JeIZVt8zho7zu+eQZcKoKeZUsnkaN7XuP768QpV5NEQ0gOBFvPIwrZQiKxm/aC8/A0QKpkBN9ZHisGrsoFPVzPRaNUCwz8O6RVkXD82ds/2b4feMb8W/jmxjfzVKGt8/UDLCZ24ptrwAuQABJAAkgACbwkMGcyjCld3fO64NK4N99c9QqWYHmcw24srvY1nqAVrs2wgSnm6Xy7cZvN2gz919xc8zYZz7C2YNjKQfKMfPupkc3dmf0j35G/pDTVHpnesRG3rVcgZ0KWFtTYpTW4t+norBWbUEI/YcPL80hyXAjby3N/7R6uKkRTCYklYFMYHQYi8UKHwft+NTjEMrF03nNgH2q2oMJIczfZhAoi2q7yb9ZhMrPHa7g5j8UI0hT0vJBwCuNq6MTZLOevMlc0dVSgNMtf9jZmOQzEPmje5h5JU3jYywKemr24u9dLer3ZoIREjpfZmq3TaB5m8E+38UjJ7PZsubUKtp7PJCH/A9/J9MIJUZV86WS7qnd6AuGAkMEjkwJfEjOrZDNKeyjcOjk53/l4Lli5YHCub/mI6Dkn6wxCpTX0118j4vtk/ZA88PyCCltYgkw4sMm0Dgt580KHKZSSFxIKg01PFGvgQ+qtfxSrdoV8o0Ivtc69v2wjLFD0X1Wwlcv4aUnv/bKqatzS9E27RV/lLZsvXN8QCZxvya2b/TQ/vX6Z6v9qe+jQ2GLqtSKdTXzafgjvBYaclKTgA7tvGwSdP5iAqFOBTGk2yG+qehNYLvpmhx8CSo1hgWDUwnEIpZ3Hbf4tnIYaZMWJn1d13uNu1iPpNZM6cZry8RwkgASQABJAAmMIzJcMYyuwbELTcaeMMhgWJZT5BTsE6w1sXDl1cM6sdnONWeyrvno+EUlGY9ozMRkEBDpGE1VrN9cYJD3wNu9S0aOjPeWxkABjlhukG3H4Iw4vzI8T8atkPGcQaxAcW/dNcImNTP0nkwuOMKYBQUsS1ww4I2CH8sd4a2bZ5m5ZoMKKkIAv/fk/6efSYX3YynA+DoXZ69V8ymQqS3YhMqt/sqDCCL4Re//u+Xphfdjb/GEg87zLVPSGdHjHuTkgl8ZKwLziq9+mQbwfxc2dYTI7JgwsDyL0nsEc5KOKV1vsqjQFUWiE+GJBkCek1nO411sXqYc8bvWPsRxdX4V8g50Vj8Tq3mEvJFevDynrH3fy2ZoXvuwwqoa37lOY3ZGUmwOXDS9XggCA7yJdShy5MqV63CuSTk2iCiOe6J3/0M9Vv9Bhg1YphLVbbWHh3nMT1AZwEI3aFMpOVptRx2Afc3cSzRGBbl5Ci93tr13HI+lIQnsWGpR1rdvSE2mWfDBiTIljdivUeoWa0JstdoftdCMaP108iwgOQVIJkW11yIgJvtf4ZUdzc23wZInLVWETOrnSaHOE3hG5cIi7uCZ4wMCDJrRYfBi0hYya+qWt1P/E41Bem5ALzvF52ObfwrdQauYTe1TLugnP6ecBN7ET31IDnosEkAASQAJIYAyBuVobxtXvawSpH580ofVQbRPaxaEJGnzBpggZAWzPf0bhJbzPqyGqdGepWOu20FqwSCZcMvWS32ciGj9s1btMbVkPulRE47YKUoqQaWwWOQFrpWDN0qhNaTQvEK3b8sBhplx6IlQWYZHI77CJvrAF55f9w+62H4YueLx+madDdIgt84X0LSOTeABEFWb4sNu7/nA/aJW/PU8H0FYJI0ip68eJjcEn09p9QZucqN7OOA0KJyzh6iz/GVN1bzcnRqIJCWaETaYyqcHv8exZgn0KoTFsq+NOUeq1kAZTLo1RBUkJuQWYGQesyRRKQYPBxpRgFBok91bP9NH/F1WY3Brsj4LD3Q+waHIoT8fgtUwNwh5fSVwyuqbRe9la7p7XO63PWlGhd/qdC3w/Q0bvOqb6IKzhGiP2Rpc+eq/CAAsh+Wqxs7wNOlFFtO6FMOP+1io3eLleL8ooOK4lnqo16WK7dq3SJjXdL4MJnczXxOdGb2PrwnozWGwn2fcL/zn/Fk4Lpwmu52RJ7zvYHIxandSJ05aP5yEBJIAEkAASeI3AXMmwdgsmJyr92JkRx5Rh7YwW1lkMbjJ4nc48DEx8CB5WYpDdlHQkLMp6qg9mGeCF982k+P55BhtXz19cDgoOtgXeLchr3Zl7Gd1u0CTpVF6akYGt3HYyNMj0Lkge8UhlSv3JG3tHZSAdgyTNyAzM/IFFCCqsvWB3Woz67ma02Fy6MTpMCB3U1zLS7HeiCjO57Obe9XqjzWX5Jh02pplc7Tp1PZiUr92ArxQvdDLWj7nqG3aDruCJEe4ctnI3mL+FrV6D60hn67nNxLVZD1e3EjkuqgVl1zUE48Qqf8xdS2QjWxEkn/7FPfENZo+4hLlLZ+BL2p5pk4KIKoy0uGz9UaA3210GolUo1iXF8+yzCBGyQ4LGgIweI+p/8y6SBF9Us9pJdtG7moUcqqR88KnBMdUmfFpZ+/aXHM27PDyGJBvXKEKCSeH7feJOtdWp4YuZYr8T2XKWhujHXiS1wuw0EdVsvp+UBMblFYSwOruZWcROblxfPacTbd5mHiDBz2AGnzejmd0F82/hNG3l6l8PthMl7YfD8OqLyPFJnThNBXgOEkACSAAJIIEJBOYqKFHIQEAou7E7Iwxv1+Gl/8vX5jArWDfRyfheyrfutGjkfLtRyqauWirXZieTh9rusVFHib0Txu+yaJRku1WiL87hu77h56zSI6p7wy6mepu/us/lDTaHzQLuC/idg9fyOq/X1BV6WlfoQ2n7PPnp863LZdcruHoZ1q08Kl2HFmFdkNa1tXa7fRXbZlxrdj1fu83mYFmJr/eR5jeY8mtOFVWY3Ao5DiX1q812FUFBXKJjOC5RcIj5bNTODU/oOhcIGaIJg3tgNRWstjOQhaG4RLYG6eNakmrgI2nmyeF/EPnVKBXgU7t0zrRss5n1Mq5VLVzTVXIxuDa81PD7GIrRpKS2l3WtX1jzNn10XoUPM7uWzVrI0FEuXF0Vn3Te5+/6Ekp7wJvbhlyOLb+7851x+ITUwnL/+9MKsz9g3UrsRXm/x6aXM5WbTLpIWjcH84a+Yj5br9QFqc8zojvmsVyuQPYH4aNpog8a0kpsnbQsns4ILeUyuQe57Yt/eI3buAo6Ksw0GOgnrhJM0s/f1SKIaiK09+B2QhYPSFNC3TypnLtDyUzG1TBpv8zg8egK1F6M8HscJpUc2lnMwGe8dN4hRDxTfyLkr8Y3jq6rXsgkqceM1bVms4CIgzs9m7lpLSyH+7ld1Y6gM7eTjJ6wPid8vvnmMnXDL272PgQHTzhrwKv7TEXiRMBtUsIXB+FZZfCFeylOCAja9Zs+J6NRMuC1qdiHXAo+5+3aH5s7drSdP3Lv/Fs4qfWwHiwaoapKW9CtZWuVSu98+EJjJwp8UidOqgCPIwEkgASQABKYTGCeZBgsSIEZokZYKTJ6Y8F1QchHeLAgTeGxPJPOZOL0ubCYXa4yWT/sQ4K57mxdsbR1smu4oHInO2lh9gkJ6KzecMQ9KgfA6Kon7FU7Iqd6mI/lCrl0QbRAswj5Qrx2aaDkyt6p9voyk8unk0I7NIv24IavN2UV8rsdatMXGfo8Ce/uVSbX5p708gkG/OLDHRUmjfsUDVJZrAtUbrQOkxk9fsNNstqxvFmiHwndh6EX/gqD00DcD+qwduH8qDDQXFP4v3uWyW5NyI9xcGbKZzLXt7lz0H8EpBm0eMM+12z8MBKT2rCSZ9j7AofVK7tnavoym6OOroRR+HKMwE7t6u6hkrrIpKLCOQsGm2/X3/noeKcCpX3zUJFJX17EcsIg0lk94ZBrWmcVwVVTO7GHZ1PpRFRcwqX7cBYXUloqTN6AM01lEjdQuJCm0be7vtoNlpM0cMw/O+vCoM8kKxzhVKVpWUecS3WYKeg3gPqINWDFkw7qCEhbOKbwKXcL2TCPVdRF9jKWexLuxAXhPjv0DqfKEb3hMtXb899A+Wd6+iKToxJCDwjPGpv4rHlutMIYONhVpVKZoygMBJXJsXnokwa9gY17+2QqlU1EKaGPlz8c+ldgBWl/g+fZIZFOXqaiOVhTprN6d4NjPyU3JZcZnzb/Fr7a4CZ9QlVhdLQKydjAw2Qx/N9I51kyqRNfLR8PIgEkgASQABKYhsD//fPPP9OcN9U57F3k/RE53aR4qgJ/+klcOf4+2gycxV+6b366LT+owub11qeMYf9sYzYpHX6QlfNd7PwznFsL4fPNn69Uv8MzYv6fZmjhr39MQAqbje2i4/gUUujghgSQABJAAkjgbQTmam3Y20zHs5EAEkACSAAJIAEkgASQABJAAr8jAZRhv2Ovoc1IAAkgASSABJAAEkACSAAJ/MYEUIb9xp2HpiMBJIAEkAASQAJIAAkgASTwOxKYpxQdvyM/tBkJIIE3ENCun/5v/Q3n46lIAAkgASSABJAAEvh3Ephpio5/JyJsFRJAAkgACSABJIAEkAASQAJIYJYEMChxljSxLCSABJAAEkACSAAJIAEkgASQwEQCKMMmIsITkAASQAJIAAkgASSABJAAEkACsySAMmyWNLEsJIAEkAASQAJIAAkgASSABJDARAIowyYiwhOQABJAAkgACSABJIAEkAASQAKzJIAybJY0sSwkgASQABJAAkgACSABJIAEkMBEAijDJiLCE5AAEkACSAAJIAEkgASQABJAArMkgDJsljSxLCSABJAAEkACSAAJIAEkgASQwEQCKMMmIsITkAASQAJIAAkgASSABJAAEkACsyQwUxnG3kXevdsrcbM0HqrU/AAAIABJREFU8OeWxZXj6+9Ceebn1vpTa2teb73zn1Z+4076qbhGVjb/DOffwpFg52nn/D/N0MJfP1642kXg3cZl/ddbghYgASSABJDA70fg/82ByUw+9DH5OMIQuW3/bMso6xxhStnUZbb42CYIcsFg8wQCK/ruITiBrf3/9s4fJpGue/zzTX5DAYU0UEDBNFBAIQ0WUCwNW2AhDVvgk8Amyxa4iW6iFmKiJkohJmqyUiwmjySvFC8NFFLsNFBAIQ0WWECDBRTQjMVQzBTv78zw/z+47i67eyZv3meZ++/cz713vGfOuWdSsdu7zMPTM/yQqpatTo/Lou6mQ4ZvN+FEtlTnCVKhF5KtlGxEmz/olthH3v3lYlXZaoG5v9g6y6rd5werICeT2fl4OcxAu/3vyQqIyVVuP39OsKa9qx1jW2rYaX+KyPf+c2jsdJMtfovGkpmHqgBpzl5y+cN/Ao/d7pNLGv3K6noHE2io749yfCcDpButTrdzRdlqfjBDK6d2898TS1tmcRDv8k/PUA+MksXhdFl1rcRKfONztD7InzQf/LtlgCa44tXH/TR0TLyE1i2rTmffIMK29P1ZaagG08G/O1DDZIaESHio+WZlCtf5lUM9WPEv+s0W78LheBZmOqwDk7gO5prIbKVQKOTSNJ17Un34Gnwr7/ZjtpU4qd/Mt52P109639dDa7teNuN/f8n5vgY7dyZV8Cppk58VBMeUS4VCNpVMPdS1fQtottZr8a1P0Wp/Xk1/B5n8bfiGzsFCFNahy+vuexjB82rKIHLlVDh8my3BQpGqTA6v12HoGafZxPyxuRZfwmn9n7AQmkWnDeK0BjAdCSABJIAEkMBkAoughkmN3r1tps8803iIhmjS4WgrWlwxvBNIKe2+4x2DnC/nolfX/oDs6tDS3JtU4v7dKG9ac257KDlff6Sj0cvdMn/V3gty5Vv/boJdXvMdWNREJZ+8Ce0WK6cn6z2K3GROr5zKVeInZ1nSvLcn6GBwyQ0bB3sMKCdM5iqUltg2vSbYW5Nybe8Ou5G7oSsX4/SBWupkN/TQUCzb3Q6tnKvn0/HQISPvUdymd0Jq3txzqCUcxzLVfDqWAEzseXC1o4GQJt+BkxLTy7lkLHG2W92+2Fnp7hBJvXsTKui21NMFVlQ8Cb3N5dPLQS/Op+nQfpH9Emyqpgrz5gHVAAS1u4vrB/natgd0J5JU9I2R1n3g1hINplJIJ0G6TG7zZMfS1mzFVqWmD1u2njsDNYxjKFHYNg8MQvOg8ZVjZ9FytyekVKWYzu6n5BBm8j7o465tj17G5OLh693DxvlJH/LJglToi2CsyhN8V6PuFJhhJU6uvJX6eBsrmr3tFygzFXm9TFOeFeLwXgRT8D5mFIIZ5OAadZYgl92btu6skMh10k5RtnC1E0jLzO5tr1ZSz8bCl7s1/txvbc/KqYNY+3bkv65o7b4Ds5wtJSORIz9zfO75RUBHIVl8CUdJ3Xdv0kKAjNMGcWr9mAEJIAEkgASQwDQCi6CGwRbGuNIrKJM5CdW1H867WlgpmXlWOQ89oETBZVzd3Cp9PIrnGUvzDbvafvjFJle2VBadTq9mNnaTdIGxinoam7tJVBVr5zvrooJAUQat3P8pdJWyBd/2beGn0XqldDYfOow+aVynvo5pi5BTBqNQfa0iI9KkxmA0Dr39XtKq6vFo3tY1iPXIU7kLhh54/YfzvbctLcjy1uaoEOq5LCUyBaWjmkqXzrBiVPs/huJ02eZpq0KkXEVRzR86g1FHfN5NJvLMStfOAVqX0Th6u8jkYtkGjMJecxQIi/Wt01Vm5O0RkCh1BuHfXDlHCnqp0dg187U7SsoprU6o3mBcsVrvjj5HLi9ThpNeO4tMBSXHWq7GM2w3L0hA0qSgAo/ryStNgxdUw2TDiarKfb7T1Ix1WjUMQTScsx12DI7TalU7gjcOUPcF8+xg3ukrcbDEqN9SjaaRimSdfcMyKuMPucdNeVYQhETnvbjxEmD/3PiceIkMLNMgFEbTysroh0eFDqcbel9wqzktdXoFu3F0Ey2YRasuoJ8yiGw+EilJ7cd7Tb1LZ6BI/6frMG1vva94icivW2bxJZyhv5MWAkyOKYM4QwOYBQkgASSABJDAFAKvejZsSlszJrP34fCD2r3ZqyHBvpzg2Z4KZHK41TWgSTo6WCsPvOonpTKhGGSrlyqEVG9SdI00SpNzmXxK5mozyvSK2bjKXSCQ5U2b/o6WOWPtEq3TKhMMYsP5uWI89kRo3L62DiZmkannU8IG65VS1BLRqPRy780iUYBRi2DGpg9Ux3GC/aXPAiFRUm2XxsG2p/+WqG3eNQVRiqdGABlXfALDcUUW6D5ToEuE1tl8GSHIJaFW1zTEI10YN0bfJfyolT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)
Few things to observe here:
print first n records of DataFrame
head(): The head() function is used to get the first n rows. This function returns the first n rows for the object based on position. It is useful for quickly testing if your object has the right type of data in it. Number of rows to select.
df.head(5)
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)
empDF.printSchema
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)
empDF: org.apache.spark.sql.DataFrame = [empno: int, ename: string ... 6 more fields] res16: String = empno|ename|job|mgr|hiredate|sal|comm|deptno
Select only particular columns from DataFrame
val empDF = spark.createDataFrame(Seq(
(7369, "SMITH", "CLERK", 7902, "17-Dec-80", 800, 20, 10),
(7499, "ALLEN", "SALESMAN", 7698, "20-Feb-81", 1600, 300, 30),
(7521, "WARD", "SALESMAN", 7698, "22-Feb-81", 1250, 500, 30),
(7566, "JONES", "MANAGER", 7839, "2-Apr-81", 2975, 0, 20),
(7654, "MARTIN", "SALESMAN", 7698, "28-Sep-81", 1250, 1400, 30),
(7698, "BLAKE", "MANAGER", 7839, "1-May-81", 2850, 0, 30),
(7782, "CLARK", "MANAGER", 7839, "9-Jun-81", 2450, 0, 10),
(7788, "SCOTT", "ANALYST", 7566, "19-Apr-87", 3000, 0, 20),
(7839, "KING", "PRESIDENT", 0, "17-Nov-81", 5000, 0, 10),
(7844, "TURNER", "SALESMAN", 7698, "8-Sep-81", 1500, 0, 30),
(7876, "ADAMS", "CLERK", 7788, "23-May-87", 1100, 0, 20)
)).toDF("empno", "ename", "job", "mgr", "hiredate", "sal", "comm", "deptno")
empDF.show
Basic Commands
show: SHOW method is used to display Dataframe records in readable tabular format on stdout
empDF.show
Few things to observe here:
- By default, SHOW function will return only 20 records. This is equivalent to Sample/Top/Limit 20 we have in other SQL environment.
- The string which is longer than 20 characters is truncated. Like “William Henry Har…” in place of “William Henry Harrison”. This is equivalent to width/colwidth etc in typical SQL environment.
print first n records of DataFrame
head(): The head() function is used to get the first n rows. This function returns the first n rows for the object based on position. It is useful for quickly testing if your object has the right type of data in it. Number of rows to select.
df.head(5)
empDF.printSchema
Get schema with sructTypes
empDF.schemaData Frame column List
empDF.columns
empDF.columns.mkString(",")
empDF: org.apache.spark.sql.DataFrame = [empno: int, ename: string ... 6 more fields]
res14: String = empno,ename,job,mgr,hiredate,sal,comm,deptno
empDF.columns.mkString("|")
empDF: org.apache.spark.sql.DataFrame = [empno: int, ename: string ... 6 more fields] res16: String = empno|ename|job|mgr|hiredate|sal|comm|deptno
Get column Names and DataTypes
empDF.dtTypesSelect only particular columns from DataFrame
empDF.select("empno","ename","sal").show(5)
![](data:image/png;base64,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)
ALIAS
var dfEmp = spark.createDataFrame(emp).toDF("employee_id","employee_Name","mgrid")
dfEmp.alias("employee").select($"employee_id".alias("empId"),$"employee_Name".alias("empName"),$"mgrid").show
ALIAS
- Alias is defined in order to make columns or tables more readable or even shorter. If you wish to rename your columns while displaying it to the user or if you are using tables in joins then you may need to have alias for table names.
- Other than making column names or table names more readable, alias also helps in making developer life better by writing smaller table names in join conditions.
- You may have to give alias name to DERIVED table as well in SQL. Now let’s see how to give alias names to columns or tables in Spark SQL. We will use alias() function with column names and table names.
var dfEmp = spark.createDataFrame(emp).toDF("employee_id","employee_Name","mgrid")
dfEmp.alias("employee").select($"employee_id".alias("empId"),$"employee_Name".alias("empName"),$"mgrid").show
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