Te Whakamārama i ngā Raraunga Whaipara Tangata me ngā Raraunga Tatauranga
He mea nui te mahi a ngā raraunga whaipara tangata ki te mārama ki ngā hītori o te tangata. Mā te tātari me te whakamārama i ngā raraunga whaipara tangata, ka taea e tātou te hura i ngā māramatanga ki ngā oranga, ngā ahurea, me ngā whanaketanga hangarau o ngā iwi onamata. Heoi, ko tētahi wero nui e pā ana ki ngā kaipara tangata ko te pānui me te mārama ki ēnei raraunga uaua. He taputapu whai hua ngā tatauranga, me ōna momo tikanga tātari, i roto i tēnei tukanga. Ka whakamāramahia e tēnei tuhinga te whakamāramatanga o ngā raraunga whaipara tangata mā te whakamahi i ngā tatauranga, me te hiranga o tēnei huarahi ki te pūtaiao o te whaipara tangata.
Kohinga Raraunga Whaipara Tangata
Ka tīmata te tukanga whakamaori i ngā raraunga whaipara tangata mā te kohikohi raraunga mā roto i ngā momo tikanga tūhura. Ko te tūhuratanga o te whenua, tae atu ki ngā rangahau me ngā keri, te tikanga matua mō te tiki raraunga tuatahi. Ka whakamahia ngā rangahau hei kimi me te tuhi i ngā wāhi kei reira pea ngā taonga whaipara tangata. Ko ngā keri, i tētahi atu taha, ko ngā tikanga e whakamahia ana hei keri i ngā taonga me ngā hanganga mai i ngā wāhi kua tautuhia.
Kāore i te nuinga o ngā wā ka nui ngā kerihanga e hiahiatia ana mō te kohikohi raraunga whaipara tangata. He nui ngā rangahau e mahia ana mā te whakamahi i ngā tikanga kore-whakaeke, pērā i te whakaahua amiorangi, te lidar (Te Kite Mārama me te Rangi), me te ahupūngao whenua. Mā ēnei tikanga ka taea e ngā tohunga whaipara tangata te mārama ki ngā wāhi whaipara tangata me te kore e hiahiatia he kerihanga whakangaro.
Ngā Kāwai Raraunga Whaipara Tangata
Kia oti te kohikohi i ngā raraunga, ko te mahi e whai ake nei ko te whakarōpū me te tuhi i aua raraunga. Ko ngā raraunga whaipara tangata ka wehea kia maha ngā wāhanga, tae atu ki:
1. Ngā Taonga Tawhito: Ngā mea hanga e te tangata pērā i ngā taputapu, ngā uku, ngā whakapaipai, me ngā patu.
2. Ngā mea taiao: Ngā rauemi rauropi me ngā rauemi taiao pērā i ngā purapura, ngā wheua kararehe, me te rakau, e whakarato ana i ngā mōhiotanga mō te taiao me ngā momo noho o ngā iwi tawhito.
3. Ngā Āhuatanga: Ngā hanganga nunui pērā i ngā whare, ngā awaawa, me ngā rori kāore e taea te tango me te kore e whakangaromia.
4. Pae: Te wāhi tūturu e kitea ai ngā taonga tuku iho, ngā mea taiao, me ngā āhuatanga.
Tātaritanga Tatauranga i roto i te Arorangi
E whakamahia ana ngā tatauranga i roto i te whaipara tangata hei tātari i ngā raraunga i kohia mai i ngā wāhi whaipara tangata. Kei roto i tēnei tukanga he maha ngā tikanga tatauranga ka taea te whakamahi hei mārama ki ngā tauira me ngā whanaungatanga i roto i ngā raraunga. Anei ētahi tikanga tatauranga e whakamahia whānuitia ana:
Ngā Tatauranga Whakaahuatanga
Ka whakamahia ngā tatauranga whakaahua hei whakarāpopoto me te whakaahua i ngā āhuatanga taketake o tētahi huinga raraunga. Mā te whakamahi i ngā tatauranga whakaahua, ka taea e ngā tohunga whaipara tangata te tautuhi i ngā au me ngā tauira matua o ngā raraunga. Ko ngā tauira o ngā whakaaturanga tatauranga whakaahua ko ngā ripanga, ngā kauwhata, me te toharite, te tau waenga, me te aratau o ngā raraunga mai i ngā taonga tuku iho i kitea i tētahi wāhi motuhake.
Tātaritanga Hononga me te Whakamuri
Ka whakamahia te tātari hononga me te tātari whakatauira hei tautuhi i ngā whanaungatanga i waenga i ngā taurangi i roto i ngā raraunga whaipara tangata. Hei tauira, ka whakamahia pea e ngā tohunga whaipara tangata te tātari hononga hei tirotiro i te whanaungatanga i waenga i te rahi o tētahi taonga tuku iho me tōna horapa i tētahi wāhi. Ka whakamahia te whakatauira hei matapae i te uara o tētahi taurangi i runga i te uara o tētahi atu.
Whakamātautau Whakaaro
He taputapu tatauranga te whakamātautau whakapae hei whakatau mēnā ka whakaaetia, ka whakakahoretia rānei tētahi whakapae e whakaarohia ana mō ngā raraunga keri whenua. Ko ngā whakamātautau Chi-square, ngā whakamātautau-t, me te ANOVA ētahi o ngā whakamātautau whakapae e whakamahia whānuitia ana.
Tātaritanga Taurangi Maha
Ka whakamahia te tātaritanga maha-taurangi hei tātari i ngā taurangi maha i te wā kotahi. He tino whai hua tēnei tikanga i roto i te whaipara tangata nā te mea he maha ngā wā he rerekē, he uaua hoki ngā raraunga ka kohia. Ko te tātaritanga wāhanga matua (PCA) me te tātaritanga rōpū he tauira o ngā tikanga tātaritanga maha-taurangi ka taea te tautuhi i ngā tauira me ngā rōpū i roto i ngā raraunga.
Akoranga Take: Te Tātari Raraunga Whaipara Tangata me te Tatauranga i tētahi Wāhi o Mua
Me arotake tātou i te whakamahinga o ngā tatauranga i roto i te rangahau i ngā wāhi onamata. Whakaarohia he wāhi kei roto ngā rau o ngā taonga kohatu mai i ngā mano tau ki muri. Ka whakahaerehia e ngā tohunga whaipara tangata ngā rangahau me ngā keri hei kohikohi raraunga mō ēnei taonga. Kei roto i ngā raraunga kua kohia te rahi, te āhua, te rauemi, me te wāhi o ngā taonga.
1. Ngā Tatauranga Whakaahua: Tuatahi, ka whakamahia pea e ngā tohunga whaipara tangata ngā tatauranga whakaahua hei whakaahua i te āhua o ngā taonga tuku iho. Ka hangaia pea e rātou he ripanga auau hei whakaatu i te maha o ngā taonga tuku iho i kitea i roto i ngā rahi me ngā kāwai rauemi rerekē. Ka taea te whakamahi i ngā histogram hei whakaatu i te tohatoha o ngā rahi taonga tuku iho.
2. Te Tātari Hononga me te Whakamuri: Muri iho, ka whakamahia e ngā tohunga whaipara tangata te tātari hononga hei tūhura i te whanaungatanga i waenga i te rahi o ngā taonga tuku iho me ngā rauemi. Tērā pea ka kitea e rātou he mea hanga ngā taonga tuku iho nunui ake i te kōhatu kaha ake. Ka taea te whakamahi i te whakamuri hei hanga tauira e matapae ana i te rahi o ngā taonga tuku iho i runga i te rauemi i whakamahia.
3. Te Whakamātautau Whakaaro: Tērā pea ka hiahia ngā tohunga whaipara tangata ki te whakamātautau i ngā whakaaro mō te horapa o ngā taonga tuku iho i tētahi wāhi. Hei tauira, tērā pea ka whakapae rātou he nui ake te tūponotanga o ngā taonga tuku iho kōhatu ki te taha o ngā puna wai. Mā te whakamahi i te whakamātautau Chi-square, ka taea e ngā tohunga whaipara tangata te whakamātautau mēnā he whanaungatanga nui kei waenganui i te wāhi o ngā taonga tuku iho me tō rātou tata ki ngā puna wai.
4. Tātaritanga Taurangi Maha: Hei whakamutunga, ka taea e ngā tohunga whaipara tangata te whakamahi i te tātaritanga wāhanga matua (PCA) hei tautuhi i ngā tauira huna i roto i ngā raraunga taonga tuku iho. Ka taea e te PCA te āwhina i te whakaiti i te rahi o ngā raraunga me te tautuhi i ngā wāhanga matua e whakamārama ana i te rerekētanga nui rawa atu o ngā raraunga. Ka taea te whakamahi i te tātaritanga rōpū hei whakarōpū i ngā taonga tuku iho i runga i ngā āhuatanga ōrite, ka taea te whakarato māramatanga ki ngā tikanga hanga taonga tuku iho o mua me ngā whakamahinga.
Te Whakamārama i ngā Hua me ngā Whakatau
Ehara i te mea ko ngā tau me ngā kauwhata anake te whakamāramatanga o ngā raraunga tatauranga i roto i te whaipara tangata. He mea nui kia honoa ngā hua o te tātaritanga tatauranga ki te ariā whaipara tangata me te horopaki ahurea. Me whai whakaaro ngā kaipara tangata ki ngā āhuatanga maha pērā i te taiao, ngā pūnaha pāpori, me te ahurea i te wā e whakamārama ana i ā rātou kitenga.
Hei tauira, mēnā e whakaatu ana te tātaritanga tatauranga i te whanaungatanga i waenga i te rahi o tētahi taonga kōhatu me ngā rauemi i whakamahia, me whakaaro ngā tohunga whaipara tangata he aha i whiriwhiri ai ngā iwi onamata i ētahi rauemi hei hanga taonga nunui. Nā te wātea o ngā rauemi, nā te hangarau hanga e wātea ana, nā ētahi atu āhuatanga rānei tēnei? Ko te whakamaoritanga whai tikanga me uru ki te māramatanga hōhonu ki te horopaki ahurea i hangaia ai, i whakamahia ai hoki te taonga.
Te Katinga
Mā te whakamārama i ngā raraunga keri whenua mā te āwhina o ngā tatauranga ka taea e ngā tohunga keri whenua te ruku hohonu atu ki ngā mea ngaro o mua. Mā te whakamahi i ngā tikanga tatauranga tika, ka taea e ngā tohunga keri whenua te tautuhi i ngā tauira, te whakamātautau i ngā whakapae, me te mārama ake ki te oranga me ngā ahurea o ngā iwi tawhito. Ehara i te mea ko te keri noa i ngā taonga tuku iho mai i te whenua engari ko te tango mātauranga mai i ngā raraunga.
Nō reira, kāore e taea te wareware i te tūranga o ngā tatauranga i roto i te whaipara tangata. Ehara i te mea ka āwhina noa ngā tikanga tatauranga i te tātari raraunga engari ka whakarato hoki i tētahi tūāpapa pakari mō te whakatau kaupapa pūtaiao e ahu mai ana i ngā taunakitanga. Mā te mahi tahi a te whaipara tangata me ngā tatauranga e piki haere ana, ka taea e tātou te tumanako ka whiwhi māramatanga hohonu ake, tika ake hoki ki te hītori o te tangata, ā, ka whakarei ake i tō tātou mōhiotanga ki ngā wā o mua, ka whakahihiko hoki i te heke mai.
