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NewsPicks と SPEEDA を連携させてる話

Bf9540996d162846c723821a111c673d?s=47 monzou
June 24, 2016

NewsPicks と SPEEDA を連携させてる話

2016/03/25 UZABASE Meetup #1 の発表資料です。
http://uzabase-meetup.connpass.com/event/28036/

Bf9540996d162846c723821a111c673d?s=128

monzou

June 24, 2016
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  1. /FXT1JDLT 41&&%" ה ׾鸬䵿ׇׁג׷鑧 6;"#"4&.FFUVQ 5BLVSP.0/+* /FXT1JDLT *OD 

  2. 5-%3 植㖈6;"#"4&דכ /FXT1JDLTה41&&%"ך鸬䵿׾鹌׭גְתׅ 鸬䵿׾鹌׭׷ח֮׋׏ג و؎ؙٗ؟٦ؽأ׏שְ䠬ׄח׃גְתׅ ➙㔐כو؎ؙٗ؟٦ؽأך葺׃䝤׃חאְגכ鍗׸׆ 鸬䵿ך׋׭ך《׶穈׫חאְג知⽃ח稱➜׃תׅ   

  3. فٗ ؝ٝ؟ٕ٥穗㌀⟰歗 ⴓ匿٥锃叨 ،ؙذ؍ـחⵃ欽 ؽآطأך ֮׵ײ׷䞔㜠׾笨繎 ِ٦ؠ٦㾴 欽鷿 䞔㜠 ♧菙

    ؽآطأػ٦اٝ٥㷕欰 「⹛涸 䗳銲ז䞔㜠׾䗳銲זהֹח صُ٦أ ِ٦ؠ٦ח״׷؝ًٝز 41&&%" /FXT1JDLT أزحؙ䞔㜠׾《׶ח遤ֻ ؿٗ٦䞔㜠ָ崧׸גֻ׷
  4. فٗ ؝ٝ؟ٕ٥穗㌀⟰歗 ⴓ匿٥锃叨 ،ؙذ؍ـחⵃ欽 ؽآطأך ֮׵ײ׷䞔㜠׾笨繎 ِ٦ؠ٦㾴 欽鷿 䞔㜠 ♧菙

    ؽآطأػ٦اٝ٥㷕欰 「⹛涸 䗳銲ז䞔㜠׾䗳銲זהֹח صُ٦أ ِ٦ؠ٦ח״׷؝ًٝز 椚鍑ך 妜実 41&&%" /FXT1JDLT أزحؙ䞔㜠׾《׶ח遤ֻ ؿٗ٦䞔㜠ָ崧׸גֻ׷
  5. فٗ ؝ٝ؟ٕ٥穗㌀⟰歗 ⴓ匿٥锃叨 ،ؙذ؍ـחⵃ欽 ؽآطأך ֮׵ײ׷䞔㜠׾笨繎 ِ٦ؠ٦㾴 欽鷿 䞔㜠 ♧菙

    ؽآطأػ٦اٝ٥㷕欰 「⹛涸 䗳銲ז䞔㜠׾䗳銲זהֹח صُ٦أ ِ٦ؠ٦ח״׷؝ًٝز 侭椚ׁ׸׋ 䞔㜠 椚鍑ך 妜実 41&&%" /FXT1JDLT أزحؙ䞔㜠׾《׶ח遤ֻ ؿٗ٦䞔㜠ָ崧׸גֻ׷
  6. فٗ ؝ٝ؟ٕ٥穗㌀⟰歗 ⴓ匿٥锃叨 ،ؙذ؍ـחⵃ欽 ؽآطأך ֮׵ײ׷䞔㜠׾笨繎 ِ٦ؠ٦㾴 欽鷿 䞔㜠 ♧菙

    ؽآطأػ٦اٝ٥㷕欰 「⹛涸 䗳銲ז䞔㜠׾䗳銲זהֹח صُ٦أ ِ٦ؠ٦ח״׷؝ًٝز 侭椚ׁ׸׋ 䞔㜠 椚鍑ך 妜実 41&&%" /FXT1JDLT أزحؙ䞔㜠׾《׶ח遤ֻ ؿٗ٦䞔㜠ָ崧׸גֻ׷ ؽآطأػ٦اٝךչ濼պ׾佄ִ׷ صُ٦أ،فַٔ׵穗幥䞔㜠؎ٝؿٓפ
  7. %&.0

  8. None
  9. ؽآطأ䞔㜠 ׾嗚稊

  10. ؽآطأ䞔㜠 ׾嗚稊 41&&%"ך ثٍ٦ز

  11. ؽآطأ䞔㜠 ׾嗚稊 41&&%"ך ⟰噟䞔㜠 41&&%"ך ثٍ٦ز

  12. 41&&%"ך ؽآطأ䞔㜠׾ ءٝفٕח侭椚

  13. וֲװ׏ג鸬䵿ׅ׷ַ

  14. ر٦ةإٝة٦ך㠖 41&&%"ךر٦ةك٦أכ㣐鋉垷ַא넝鸞ח⹛ֻ䗳銲ָ֮׶"84ח鯹ׇ׷ךכ넝؝أز زٓؿ؍حؙך㠖 41&&%"כ⡚زٓؿ؍حؙ٥فٗぢֽ/1כ넝زٓؿ؍حؙ٥♧菙ぢֽ 'MBTIך㠖 41&&%"ךثٍ٦زכⰋג'MBTIד⡲䧭ׁ׸גֶ׶׉ךתת/1ד邌爙ׅ׷ֿהָ⳿勻זְ

  15. ر٦ةإٝة٦ך㠖

  16. 41&&%"ך%#כ㣐鋉垷ַא넝䚍腉ד%$ד珩⫴ /FXT1JDLTכ"1*%#ろ׭גⰋג"84ד珩⫴ 41&&%"ך%#׾"84ח䭯׏ג遤ֻךכ؝أز꬗٥䚍腉꬗ַ׵罋ִגꨇ׃ְָ ♧歗꬗ثٍ٦ز邌爙ך׋׭ח㢳ְהֹכ侧㔐։侧⼧㔐ך"1*ㄎן⳿׃ָ䗳銲

  17. קרٔ٦سؔٝٔ٦ַא刿倜걼䏝ָ㼰זְךדٍؗحءُ׾縧ְ׋ $PNQBOZ"1* 4UBUJTUJDT"1* 4FBSDI"1* $BUFHPSJ[F"1* .FEJB"1* 1SPYZ"1* &MBTUJDTFBSDI .Z42- 'VTJPO*0

    /1#BUDI /1"1* $IBSU"1* 41&&%" /FXT1JDLT $IBSU "84 %$ ٍؗحءُ $MPVE'SPOU ٍؗحءُ "LBNBJ
  18. 〳腉זꣲ׶ꬊず劍⚛⴨ד"1*ח㉏ְさ׻ׇ׷״ֲח׃׋ $IBSU"1* 7FSUY 3Y+BWB HFU$IBSU'PSNBU JE BU.BQ GPSNBU\ SFUVSO0CTFSWBCMF[JQ 

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
  19. 〳腉זꣲ׶ꬊず劍⚛⴨ד"1*ח㉏ְさ׻ׇ׷״ֲח׃׋ $IBSU"1* 7FSUY 3Y+BWB HFU$IBSU'PSNBU JE BU.BQ GPSNBU\ SFUVSO0CTFSWBCMF[JQ 

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⿫撑
  20. 〳腉זꣲ׶ꬊず劍⚛⴨ד"1*ח㉏ְさ׻ׇ׷״ֲח׃׋ $IBSU"1* 7FSUY 3Y+BWB HFU$IBSU'PSNBU JE BU.BQ GPSNBU\ SFUVSO0CTFSWBCMF[JQ 

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⿫撑 葿׿ז䠐㄂ד خְٓ
  21. ⡦ָخְַٓ

  22. 傀㶷ך،فָٔず劍⵸䲿ך㹋鄲חז׏ג׷ךָخְٓ ؿٖ٦يٙ٦ؙٖ؎َך׫ז׵׆،فٖٔ؎َד׮圫ղז朐䡾ָأٖحسחغ؎ٝسׁ׸גֶ׶ ꬊず劍Ⳣ椚欽ךٙ٦ؕ٦أٖحسַ׵朐䡾׾⿫撑⳿勻׆ח娤חתֻ׷ ؙٔؒأزأ؝٦فך؎ٝأةٝأָ⡦佦ַ噟⹡ٖ؎َחתדⰅ׶鴥׿דְג ꬊず劍Ⳣ椚欽ךٙ٦ؕ٦أٖحسדⳢ椚׾㹋遤ׅ׷ה娤חתֻ׷ ؙٔؒأزأ؝٦فד،ألؙزׁ׸גְ׷Ⳣ椚ֲָתֻ⹛ַזְ הַ הַ הַ

  23. 傀㶷ך،فָٔず劍⵸䲿ך㹋鄲חז׏ג׷ךָخְٓ ؿٖ٦يٙ٦ؙٖ؎َך׫ז׵׆،فٖٔ؎َד׮圫ղז朐䡾ָأٖحسחغ؎ٝسׁ׸גֶ׶ ꬊず劍Ⳣ椚欽ךٙ٦ؕ٦أٖحسַ׵朐䡾׾⿫撑⳿勻׆ח娤חתֻ׷ ؙٔؒأزأ؝٦فך؎ٝأةٝأָ⡦佦ַ噟⹡ٖ؎َחתדⰅ׶鴥׿דְג ꬊず劍Ⳣ椚欽ךٙ٦ؕ٦أٖحسדⳢ椚׾㹋遤ׅ׷ה娤חתֻ׷ ؙٔؒأزأ؝٦فד،ألؙزׁ׸גְ׷Ⳣ椚ֲָתֻ⹛ַזְ הַ הַ הַ ׉׮׉׮

    أٖحسف٦ٕך 锃侭׮خְٓ
  24. ➙㔐כ傀㶷،فٔך♳ח⛦ׇ׷הְֲ暴婊؛٦أ׌׏׋ֽוծ 倜鋉דؿٗٝزؒٝس"1*⡲׷הֹכ ꬊず劍⵸䲿ךىسٕؐؑ،׾⢪ֲךָ葺ְה䙼ְوأ

  25. زٓؿ؍حؙך㠖

  26. 41&&%"כفٗぢֽח⡲׵׸׋ꬊ䌢חٔحثז8FC،فٔ؛٦ءّٝד֮׶ ٓ؎إٝأ㤍秈׃׋׀ֻ㼰侧ךِ٦ؠ٦חך׫ⵃ欽ׁ׸גְ׷ ➙㔐כ/FXT1JDLTה鸬䵿ׅ׷ךדַז׶زٓؿ؍حָؙ㟓ִ׷ֿהָ✮䟝ׁ׸׷ ٍؗحءُ׮⸬ֻכ׆׌׃"1*כأذ٦زٖأזךד㣐♱㣗זכ׆

  27. ׌ֽו

  28. ⹫׷♶㸜

  29. 麓⿠ך穗꿀ָ ⽬ꤹ⥋〾׾涪׃גְ׷ך׾䠬ׄ׷

  30. "1*؟٦غ٦כ 劤䔲ח㣐♱㣗ַ "84%$꟦ך 鸐⥋鸞䏝כ 䌒㚖כ 41&&%"ך -#כ㉏겗זְַ 41&&%"ך .Z42-ך 頾蚚כ

    41&&%"ך &MBTUJDTFBSDIכ /"5כ 㣐♱㣗ַ ٕ٦ة٦כ ㉏겗זְךַ ٍؗحءُך 麊欽כ
  31. ד頾蚚鑐꿀׃ג׫׋

  32. ְ׹ְ׹تً׌׏׋ "1*ד䟝㹀׃׋ؙٔؒأز׾䯢ֽגְזַ׏׋ךד 鑩䔲"1*Ꟛ涪ث٦يח锃叨٥㼎䘔׾ֶ격ְׅ׷ֿהחז׏׋׶ &MBTUJDTFBSDIח䊬㣐זسًُؗٝزָ֮׶ծءٔ،ٓ؎ؤرءٔ،ٓ؎ؤ儗ח $16ָ넝꿳׃ג娤׿׌ךדر٦ةأز،׾獳遤ׅ׷纷湡חז׏׋׶ ٕ٦ة٦דػ؛حزؿ؍ٕةؚٔٝ׃גְג$16ָ넝꿳׃׋ךד㼎䘔ח鶕׵׸׋׶ הַ הַ הַ ٗ٦سغٓٝ؟ד鑥ת׏׋ךד-74ד%43圓䧭ח㢌ִ׷纷湡חז׏׋׶

    הַ
  33. ꥺ㹱ه؎ٝزװطحزٙ٦ؙ鸐⥋׮㟓ִ׷ךד ✲⵸ך頾蚚鑐꿀鎘歗כ㣐✲

  34. 'MBTIך㠖

  35. 41&&%"ךثٍ٦زכⰋג'MBTIד⡲䧭ׁ׸גֶ׶ ׉ךתת/FXT1JDLTד崧欽ׅ׷ֿהָ㔭ꨇ )5.-ד倜׃ְثٍ٦زؙٓ؎،ٝز׾Ꟛ涪׃ծ 傀㶷ךثٍ٦زر٦ة׾㢌䳔׃ג歗꬗邌爙ׅ׷倯ꆙ

  36. ֿ׿ז䠬ׄ $PNQBOZ"1* 4UBUJTUJDT"1* 4FBSDI"1* $BUFHPSJ[F"1* .FEJB"1* 1SPYZ"1* &MBTUJDTFBSDI .Z42- 'VTJPO*0

    /1#BUDI /1"1* $IBSU"1* 41&&%" /FXT1JDLT $IBSU "84 %$ 倜ؿؓ٦وحز ח㢌䳔 ثٍ٦زך 㹀纏䞔㜠׾䲿⣘ ثٍ٦زך ⯋ر٦ة׾ 䲿⣘ ثٍ٦زך ⯋ر٦ة׾ 䲿⣘
  37. ⡲׶倯 ؟٦غ٦؟؎س 鑫׃ֻכ6;"#"4&5FDI#MPHד ؙٓ؎،ٝز؟؎س E 1MPUUBCMFKT &4 41&&%"כ䔲꬗'MBTI׾⢪ְ竲ֽ׷䗳銲ָ֮׷׋׭〢ְ*&ך㼎䘔ծ 傀㶷ך'MBTIךثٍ٦زؿؓ٦وحز׾倜ؿؓ٦وحزח㢌䳔׃ג邌爙 ثٍ٦زؿؓ٦وحزך䞔㜠׾41&&%"ך%#ח⥂㶷׃ծ41&&%"ךثٍ٦ز㹀纏ָ㟓ִ׸ל

    /FXT1JDLTד׮荈⹛涸חثٍ٦زָ㟓ִ׷״ֲח׃ג֮׷ 㢳㼰醱꧟זثٍ٦ز׮⡲׶׋ְךד1MPUUBCMFKT׾⢪׏ג׫׋ 倜ؿؓ٦وحزדךثٍ٦ز⡲䧭خ٦ٕ׮⡲䧭׃גֶ׶ծ ֿ׍׵כ&4 8FCQBDL 7VFY׾䱰欽 OQNSVOEFW QSFWJFXIUUQMPDBMIPTUDIBSUTBCD JEYZ[ 儗꟦ָזְךד鑫稢כⶴ䠥
  38. None
  39. ➭ח׮葿ղװ׶ת׃׋ &MBTUJDTFBSDIך嗚稊堣腉׾ٔفٖ٦أ׃ג䕎䡾稆鍑匿װؚٓٝؗٝ׾ثُ٦صؚٝ׾׃׋׶ 㢩鿇"1*ㄎן⳿׃儗ח؟٦ؗحزـٖ٦ؕ٦׾➬鴥׿ד荈⹛ד簭鷌ׅ׷״ֲח׃׋׶ 1IBOUPN+4דثٍ٦زך؟يط؎ٕ׾欰䧭׃ג蕱⸤׃׋׶ הַ הַ הַ

  40. תה׭

  41. ءأذي꟦ך鸬䵿 ➙㔐稱➜׃׋׮ך װ؟ـءأذي FY䎢デꂁ⥋ ך Ꟛ涪חְֶגو؎ؙٗ؟٦ؽأ׏שְ׮ך׾䱰欽׃ג麊欽׃גְתׅ 䗳銲ח䘔ׄג黝ⴖז䪮遭׾鼅䫛׃גְתׅ ؔٝفٖ"847FSUY&MBTUJDTFBSDI4DBMBOPEFKT&4FUD 6;"#"4&/FXT1JDLTכ穈籼ך㠖זֻ鸬䵿׾遤ְծֶ✼ְך ؟٦ؽأָ״׶葺ְِ٦ؠ٦⡤꿀׾䲿⣘דֹ׷״ֲח⼿⸂׃גְתׅ

  42. ת׌ת׌װ׶׋ְֿהָ尶㿊 ِ٦ؠ٦ח⣣⦼׾㾈ֽ׷׋׭ח

  43. ת׌ת׌װ׶׋ְֿהָ尶㿊 ِ٦ؠ٦ח⣣⦼׾㾈ֽ׷׋׭ח أوم،فٔ 㼎䘔 黝さ䚍 ؿ؍٦سغحؙ ؟آؑأز ؝ٝذٝخ 䭁⯍ ؝ٝذٝخ⡲䧭

    فٓحزؿؓ٦ي 嗚稊 ،ٕ؞ٔؤي 何㊣
  44. ת׌ת׌װ׶׋ְֿהָ尶㿊 ِ٦ؠ٦ח⣣⦼׾㾈ֽ׷׋׭ח أوم،فٔ 㼎䘔 黝さ䚍 ؿ؍٦سغحؙ ؟آؑأز ؝ٝذٝخ 䭁⯍ ؝ٝذٝخ⡲䧭

    فٓحزؿؓ٦ي 嗚稊 ،ٕ؞ٔؤي 何㊣ ⟗꟦׾⹫꧊׃גְתׅ