yh818ÒøºÓ

¹¤ÒµÊý¾ÝÍøÕ¾ÖÆ×÷ÊÇÒ»¼Ò¾ßÓÐÍêÕûÉú̬Á´µÄÆóÒµ £¬ËüΪ¿Í»§Ìṩ×ۺϵġ¢×¨ÒµÏÖ´ú»¯×±ÐÞ½â¾ö¼Æ»®¡£ÎªÏû·ÑÕßÌṩ½ÏÓÅÖʵIJúÆ·¡¢½ÏÌùÇеÄЧÀÍ¡¢½Ï¾ß¾ºÕùÁ¦µÄÓªÏúģʽ¡£

±¾ÎÄĿ¼һÀÀ£º

  • 1¡¢ÍƼö3¸ö³¬ÊµÓõÄÊý¾Ý¿ÉÊÓ»¯¹¤¾ß,ÈËÈ˶¼ÊÇÊý¾ÝÆÊÎöʦ
  • 2¡¢Öйú¹¤ÒµÊý¾ÝÍø¹¦Ð§¸ÅÊö
  • 3¡¢¿ª·¢Ò»¸öй¤ÒµÐèÒª×öÄ½?
  • 4¡¢Ò»¸öÍøÕ¾ÊÇÔõÃ´ÖÆ×÷³öÀ´µÄ,Âé·³Ïêϸµã,ÿһ²½Òª×öЩʲô?ÆäÖÐÐèÒªÓõ½...

ÍÆ¼ö3¸ö³¬ÊµÓõÄÊý¾Ý¿ÉÊÓ»¯¹¤¾ß,ÈËÈ˶¼ÊÇÊý¾ÝÆÊÎöʦ

1¡¢Í¼±íÐã ÄÚÈݽéÉÜ£º ͼ±íÐãÊÇͼ±íÐãÍŶӴòÔìµÄÊý¾Ý¿ÉÊÓ»¯ÁìÓòÉî¶ÈЧÀ͵ıÊÖ±ÍøÕ¾ £¬Ö÷Òª°üÀ¨ÔÚÏßͼ±íÖÆ×÷¹¤¾ßºÍ×ÊÔ´ÉÌ³Ç £¬Ö¼ÔÚÎªÍøÂç¸öÈËÓû§ÌṩÃâ·ÑµÄÔÚÏßͼ±íÖÆ×÷¡¢Õ¹ÏÖÓë·ÖÏíЧÀÍ £¬Óû§¿ÉÒÔ¿ìËÙÖÆ×÷×öÖÖÖֹŰåͼ±íºÍ¸ß¼¶¿ÉÊÓ»¯Í¼±í¡¢¶¯Ì¬ÑÝʾºÍ±ã½Ý·ÖÏíÊý¾Ý¿ÉÊÓ»¯ÆÊÎö±¨¸æ¡£

2¡¢³£Óÿ⣺Matplotlib£º¹«ÈϵÄÊý¾Ý¿ÉÊÓ»¯¹¤¾ß £¬¼¸ÐдúÂë¼´¿ÉÉú³ÉÏßͼ¡¢Ö±·½Í¼¡¢¹¦ÂÊÆ×¡¢ÌõÐÎͼ¡¢¹ýʧͼ¡¢É¢µãͼµÈ £¬»¹ÄÜÓÃһЩMATLABº¯Êý¸ü¸Ä¿ØÖÆÐÐÑùʽ¡¢×ÖÌåÊôÐÔ¡¢ÖáÊôÐԵȡ£Seaborn£º»ùÓÚmatplotlib±¬·¢µÄÄ£¿é £¬×¨¹¥ÓÚͳ¼Æ¿ÉÊÓ»¯ £¬¿ÉºÍpandasÎÞ·ìÁ´½Ó £¬Óï·¨¸ü¼ò½à £¬ÊʺϳõѧÕßÉÏÊÖ¡£

3¡¢Ë¼ÂõÌØÈí¼þSmartbi£ºÈ«ÄÜÐÍÆóÒµ¼¶Æ½Ì¨½¹µãÓÅÊÆ£ºÏûÏ¢½áºÏµÄ¿ÉÊÓ»¯£ºÖ§³ÖExcelÅÓ´óÒDZíÅÌÉè¼Æ£¨¼æÈÝÅ侰ͼ¡¢Ìõ¼þ»¨ÑùµÈ£© £¬Í¬Ê±¼¯³ÉECharts¿â £¬ÌṩÆÙ²¼Í¼¡¢À×´ïͼ¡¢ÈÈÁ¦Í¼µÈ50+ÖÖ¶¯Ì¬½»»¥Í¼±í £¬²¢ÄÚÖõØÓßÐÅÏ¢¼¼ÊõʵÏÖµØÍ¼ÆÊÎö¡£

Öйú¹¤ÒµÊý¾ÝÍø¹¦Ð§¸ÅÊö

Ç¿´óµÄÊý¾ÝÅÌÎʹ¦Ð§¹¤ÒµÊý¾ÝÍøÕ¾ÖÆ×÷£ºÓû§¿Éͨ¹ýÊäÈëÖ¸±ê¡¢Ê±¼ä¹æÄ£µÈÌõ¼þ £¬¿ìËÙ»ñÈ¡ËùÐèÊý¾Ý¡£ ±ã½ÝµÄÊý¾Ýä¯ÀÀ¹¦Ð§¹¤ÒµÊý¾ÝÍøÕ¾ÖÆ×÷£ºÓû§ÒÀ¾ÝÔ¤Éè·ÖÀàºÍ½á¹¹ £¬ÇáËÉä¯ÀÀÐÅÏ¢¡£ ×Ô½ç˵ͼÐÎÉú³É¹¤ÒµÊý¾ÝÍøÕ¾ÖÆ×÷£ºÓû§¿É×ÔÓÉÑ¡ÔñͼÐÎÀàÐͺÍÑùʽ £¬Ö±¹ÛչʾÊý¾Ý¡£ ʵÓõÄÊý¾Ýµ¼³öºÍ´òÓ¡¹¦Ð§¹¤ÒµÊý¾ÝÍøÕ¾ÖÆ×÷£ºÓû§¿É°´Ô¤ÉèÌõ¼þµ¼³öÊý¾Ý±í¸ñ»òͼÐÎ £¬±ãÓÚÖÆ×÷±¨¸æ¡£

²úÆ·ºÍЧÀÍÌØµã¹¤ÒµÊý¾ÝÍøÕ¾ÖÆ×÷£ºÒÔ¸ßÆ·ÖʵIJúÆ·ºÍЧÀÍΪ½¹µã £¬ÍÆË;ßÓм«¸ß¼ÛÖµ¡¢Ç°Õ°ÐÔºÍÖ¸µ¼ÐÔµÄÐÐÒµÑо¿ºÍ×ÉѯЧÀÍ £¬×ÊÖú¿Í»§Ã÷È·Êг¡Ç÷ÊÆ £¬Öƶ¨ÓÐЧµÄÕ½ÂÔ¡£

Öйú¹¤ÒµÐÅÏ¢ÍøÊý¾ÝÖ÷Òª½ÓÄɹú¼Òͳ¼ÆÊý¾Ý £¬º£¹Ø×ÜÊ𠣬ÎʾíÊÓ²ìÊý¾Ý £¬ÉÌÎñ²¿ÊÕÂÞÊý¾ÝµÈÊý¾Ý¿â¡£

½¨Á¢Åä¾°ÓëÊÚȨ£ºÖйú¹¤Òµ¾­¼ÃÐÅÏ¢Íø½¨Á¢ÓÚ1997Äê £¬2000Äê5Ô±»ÖйúÕþ¸®ÐÂÎŰ칫ÊÒÕýʽÊÚȨΪÊ×Åú¹ú¼Ò¼¶ÍøÂçÐÂÎÅýÌå¡£Ö÷ÒªÈÎÎñ£ºÎªÖйúµÄ¹¤Òµ¾­¼ÃÉú³¤ÌṩÉîÈëµÄÕþ²ßÆÊÎöºÍ×ÊѶÁ÷´«Ð§ÀÍ £¬Ö¼ÔÚ³ÉΪÖйú¹¤Òµ¾­¼ÃýÌåµÄ½¹µãƽ̨ £¬Íƶ¯¹¤ÒµÐÅÏ¢µÄÈ«Ãæ¡¢¾«×¼Á÷´« £¬ÖúÁ¦¹ú¼Ò¹¤Òµ¾­¼ÃµÄ²ýÊ¢ÓëÉú³¤¡£

¿ª·¢Ò»¸öй¤ÒµÐèÒª×öÄ½?

Ê×ÏÈ £¬ÒªÏ뽨һ¸öÍøÕ¾ £¬±ØÐëÒª½â¾öµÄ¾ÍÊÇÍøÕ¾µÄÖ÷Ìâ¡£ÄãÒª½¨Ò»¸öÊ²Ã´ÍøÕ¾£¿ÀýÈç£ºÍøÉÏÇóÖ°¡¢ÉçÇø¡¢ÂÛ̳¡¢½»ÓÑ¡¢É̳ǡ¢×ÊѶ¡¢×¨Òµ¼¼Êõ¡¢Ä³Ò»ÐÐÒµµÈµÈ £¬ÒªÏÈÈ·¶¨Ö÷Ìâ¡£

ÄÍÐÄ£º¿ª·¢ÐÂÊг¡ÐèҪʱ¼äºÍŬÁ¦¡£ÏúÊÛÈËÔ±ÒªÓÐ×ã¹»µÄÄÍÐÄ £¬²»¼±ÓÚÇó³É £¬¶øÊÇÒªÔÚ²»¾øÊµÑéºÍÏàͬÖлýÀÛ¾­Ñé £¬Öð²½Íƽø¡£ºãÐÄ£ººãÐÄÊÇÁ¬ÐøÅ¬Á¦µÄ¶¯Á¦¡£ÏúÊÛÈËÔ±Òª¼á³Ö²»Ð¸µØ×·ÇóÄ¿±ê £¬×ÝÈ»Óöµ½À§ÄѺÍÌôÕ½ £¬Ò²ÒªÓÂÍùֱǰ £¬Ö±ÖÁÀֳɡ£¿ÒÇУº¿ÒÇÐÊǽ¨Á¢ÐÅÈεÄÒªº¦¡£

µÚÒ»²½£ºÐ²úÆ·¹¹Ïë¡£ ¹¹Ïë²»ÊÇÆ¾¿ÕϹÏë £¬¶øÊÇÓд´Á¢ÐÔµÄ˼άÔ˶¯¡£Ð²úÆ·¹¹Ïëʵ¼ÊÉϰüÀ¨ÁËÁ½¸ö·½ÃæµÄ˼άÔ˶¯£ºÒ»ÊÇÆ¾¾Ý»ñµÃµÄÖÖÖÖÐÅÏ¢·¢»ÓÈ˵ÄÏëÏñÁ¦ £¬Ìá³ö¿ª¶ËÉèÏëµÄÏßË÷£»¶þÊÇ¿¼Âǵ½Êг¡ÐèҪʲôÑùµÄ²úÆ·¼°ÆäÉú³¤Ç÷ÊÆ £¬Ìá³ö¾ßÌå²úÆ·ÉèÏë¼Æ»®¡£¿ÉÒÔ˵ £¬²úÆ·¹¹ÏëÊǰÑÐÅÏ¢ÓëÈ˵Ĵ´Á¢Á¦½áºÏÆðÀ´µÄ½á¹û¡£

¹¤ÒµÉú³¤ÐèÒª´ÓÒÔϼ¸¸ö·½ÃæÈëÊÖ£ºÔöÇ¿¼¼ÊõÁ¢ÒìÓëÑз¢£ºÆóÒµÐèÒªÁ¬ÐøÍ¶Èë¼¼ÊõÑз¢ £¬¿ª·¢Ð¼¼ÊõºÍ²úÆ· £¬ÒÔÌáÉý½¹µã¾ºÕùÁ¦¡£Õþ¸®Ó¦Ìṩ¼¼ÊõÁ¢ÒìÖ§³Ö £¬Ôö½ø¿Æ¼¼½á¹ûµÄת»¯ºÍÓ¦Óá£Íƶ¯¹¤ÒµÉý¼¶×ªÐÍ£º¹Å°å¹¤ÒµÐèÏò¸ß¶Ë»¯¡¢ÖÇÄÜ»¯¡¢ÂÌÉ«»¯Æ«ÏòתÐÍÉý¼¶¡£ÆóÒµÓ¦ÔöÇ¿¹¤ÒµÁ´ÕûºÏºÍÓÅ»¯ £¬Ìá¸ß²úÆ·ÖÊÁ¿ºÍ¸½¼ÓÖµ¡£

Ò»¸öÍøÕ¾ÊÇÔõÃ´ÖÆ×÷³öÀ´µÄ,Âé·³Ïêϸµã,ÿһ²½Òª×öЩʲô?ÆäÖÐÐèÒªÓõ½...

1¡¢Òª×¢²áÍøÕ¾ÓòÃû £¬¹ºÖûòÕß×âÓõ½ÍøÕ¾µÄ¿Õ¼ä¡£ÉÏ´«ÄÚÈÝ £¬ÉÏ´«Í¼ÎĺÍÊÓÆµµÈÄÚÈݾͿÉÒÔ´´Á¢×Ô¼ºµÄÍøÕ¾ÁË¡£ÏÖÔÚÊг¡ÉÏÐí¶à¸÷ʽ¸÷ÑùµÄÍøÕ¾´î½¨¹¤¾ß £¬ÍøÕ¾ÖÆ×÷ƽ̨ £¬ÈÎÒâÕÒÒ»¸ö×Ô¼ºÓÃÆðÀ´Ò×ÉÏÊֵŤ¾ß¼´¿É¡£ÍøÕ¾´î½¨¹¤¾ßÖÐÒ»°ã¶¼ÓÐÄ£°åÌṩ £¬¿ÉÒÔÆ¾¾ÝÐÐÒµ¡¢×÷·ç¡¢ÀàÐÍÀ´Ñ¡Ôñ×Ô¼ºÖÐÒâµÄÄ£°å¡£Ñ¡ºÃºó¾Í¿ÉÒÔÌ×Óà £¬ÍøÕ¾Ëæ¼´Àֳɴ´Á¢¡£

2¡¢ÒªÏëÈÃ×Ô¼ºµÄÍøÕ¾ÓÐѪÓÐÈâ £¬Äܹ»ÎüÒýסÓû§ £¬Äã¾ÍÒª¾¡Á¿ËѼ¯ÖÊÁÏ £¬ËѼ¯µÃÖÊÁÏÔ½¶à £¬ÒÔºóÖÆ×÷ÍøÕ¾¾ÍÔ½ÈÝÒס£ÖÊÁϼȿÉÒÔ´ÓͼÊé¡¢±¨Ö½¡¢¹âÅÌ¡¢¶àýÌåÉϵÃÀ´ £¬Ò²¿ÉÒÔ´Ó»¥ÁªÍøÉÏËѼ¯ £¬È»ºó°ÑËѼ¯µÄÖÊÁÏÈ¥´ÖÈ¡¾« £¬È¥Î±´æÕæ £¬×÷Ϊ×Ô¼ºÖÆ×÷ÍøÒ³µÄËØ²Ä¡£

3¡¢×¼±¸ºÃÄãÈË·ÅÍøÕ¾ÉϵÄÄÚÈÝ £¬È»ºóÕÒÒ»¼Òרҵ½¨ÍøÕ¾¹«Ë¾(FaLaMu)£»×¼±¸ºÃÄãÒªÓõÄÓòÃû £¬¿´¿´ÓÐûÓб»ÈË×¢²á £¬Èç¹ûû±»ÈË×¢²áÁ˵ľͿÉÒÔÓã»»òÐí¹ÀËãһϠ£¬ÄãÍøÕ¾ÉϷŵŤ¾ß £¬ÐèÒªÕ¼¶à´óµÄ¿Õ¼ä £¬ÒÔ±ãÓÚÂò¿Õ¼äʱÂò×Ô¼ºÐèÒªµÄ¾Þϸ¾ÍÐÐÁË¡£

4¡¢ÉêÇëºÃϵͳºó £¬½øÈëÍøÕ¾±à¼­Ò³Ãæ £¬¿ªÊ¼´î½¨ÍøÕ¾¡£Ê×ÏÈ £¬×°ÖÃÒ»¸öÊʺÏÄãÃǹ«Ë¾µÄ»òÕßÄãϲ»¶µÄÍøÕ¾Ñù°å £¬×°ÖúÃÑù°åºó £¬ÍøÕ¾µÄ¼Ü¹¹Ò²¾Í³öÀ´ÁË¡£°ÑÑù°åµÄlogo¡¢ÍøÕ¾µ¼º½À¸Ä¿¡¢Í¼Æ¬ºÍÎÄÕµȵȻ»³ÉÄãÃǹ«Ë¾µÄ £¬Ôٰѹ«Ë¾²úÆ·¼ò½éÉÏ´«¼´¿É £¬³´¼¦¼òµ¥ £¬²»±Ø¿´½Ì³Ì¶¼¿ÉÒÔÉÏÊÖ¡£

5¡¢Éè¼Æ¡£Ö÷ÒªÊǶÔÍøÕ¾µÄÒ³Ãæ½øÐÐÉè¼Æ £¬°üÀ¨Ê×Ò³¡¢ÄÚÒ³µÄÉè¼Æ £¬¹¦Ð§µÄ¶¨Î» ʲôµÄ¡£ÖÆ×÷¡£Ö÷Òª¾ÍÊdzÌÐò·½ÃæµÄÊÂÇéÁË¡£ÓòÃûÉêÇ롢ЧÀÍÆ÷¿Õ¼ä¹ºÖá¢ÍøÕ¾±¸°¸¡£Õâ¸öÒ»°ãÊǺÍÉè¼ÆÍ¬²½½øÐÐµÄ £¬ÓòÃûÉêÇë¡¢ÍøÕ¾±¸°¸²»Âé·³ £¬¿ÉÊÇʱ¼äÉÏÓÐʱ»á³¤µã £¬¿ìµÄ»°¼¸Ìì¡¢ÂýµÄʱºò¿ÉÄÜÊ®¼¸¶þÊ®¶àÌìµÄ¡£

6¡¢ÖÆ×÷ÍøÕ¾ÐèÒª¿¼ÂǵÄÒòËØ±È½Ï¶à £¬Ã¿Ò»µã¶¼ÐèÒª×Ðϸ¿¼ÂÇ £¬°´²¿¾Í°à £¬²Å»ª¹»ÈÃÍøÕ¾ÖÆ×÷µÃ¸üÇáËÉ £¬´î½¨ºó²Å»ªÈÃÍøÕ¾·¢»ÓËüÓ¦ÓеļÛÖµ¡£01£üÑ¡ÔñÓòÃûÓòÃû¾ÍÈçÍøÕ¾µÄ¡¸ÃÅÅÆºÅ¡¹ £¬ÐèҪѡÔñÒ»¸öÈÝÒ×Ó°Ïó £¬¶ÔÆóÒµÍøÕ¾ÓÐÒâÒåµÄÓòÃû £¬²Å»ª¹»ÈÃÓû§Ô½·¢ÈÝÒ×Ö±½ÓËÑË÷¡£

¹¤ÒµÊý¾ÝÍøÕ¾ÖÆ×÷ÔÚÉú³¤ÖÐ×¢ÖØÓëÒµ½çÈËÊ¿ÏàÖú½»Á÷ £¬Ç¿Ç¿ÁªÊÖ £¬ÅäºÏÉú³¤×³´ó¡£ÔÚ¿Í»§²ãÃæÖÐÁ¦Çó¹ã·º ½¨Á¢Îȶ¨µÄ¿Í»§»ù´¡ £¬ÒµÎñ¹æÄ£º­¸ÇÁ˽¨ÖþÒµ¡¢Éè¼ÆÒµ¡¢¹¤Òµ¡¢ÖÆÔìÒµ¡¢ÎÄ»¯Òµ¡¢ÍâÉ̶À×Ê ÆóÒµµÈÁìÓò £¬Õë¶Ô½ÏΪÅÓ´ó¡¢·±ËöµÄÐÐÒµ×ÊÖÊ×¢²áÉêÇë×ÉѯÓÐן»ºñµÄʵ²Ù¾­Ñé £¬»®·ÖÂú×ã ²î±ðÐÐÒµ £¬Îª¸÷ÆóÒµ¾¡ÆäËùÄÜ £¬ÎªÖ®ÌṩºÏÀí¡¢¶à·½ÃæµÄרҵЧÀÍ¡£

°æÈ¨ËùÓУºÄþÏÄyh818ÒøºÓ»·±£¿Æ¼¼ÓÐÏÞ¹«Ë¾ ×ªÔØÇë×¢Ã÷À´ÓÉ
ÍøÕ¾µØÍ¼