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Reasoning Based Sentiment Analysis of Social Media Data

Thesis Info

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Author

Nauman Raza

Institute

Virtual University of Pakistan

Institute Type

Public

City

Lahore

Province

Punjab

Country

Pakistan

Thesis Completing Year

2014

Thesis Completion Status

Completed

Subject

Software Engineering

Language

English

Link

http://vspace.vu.edu.pk/detail.aspx?id=17

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676720946366

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The social media has intensely transformed the way people express facts and opinions. In addition to traditional products reviews at the merchant sites which have very limited data and use, people can now express their views on almost anything on the social media sites. For any organization (public or private), this new paradigm of social media contents is likely to replace the traditional methods i.e. surveys, focus groups or consultancy services in order to find masses public opinions about its products, services or institutions. Because extracting public opinions from social media can save both time and money, which by traditional ways are both time consuming and money exhaustive. Till now no known "aspect level sentiment analysis" research is conducted on social media contents. This research is the initial step for formulating a technique for aspects based sentiment analysis of social media sites especially Twitter. The proposed technique in this research will help companies to build new applications for social media or Big Data sentiment analytics. This research will help them evaluate their customer?s opinions about the products and services from different perspectives and levels.
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شہرِ طیبہ تری گلیوں کے نظاروں کو سلام(سلام)


شہرِ طیبہ! تیری گلیوں کے نظاروں کو سلام
تیری گردِ راہ ‘ ذرّوں ‘ ریگزاروں کو سلام

اے مکینِ سبز گنبدؐ! تیری عظمت پر دُرُود
گنبدِ خضریٰ! ترے دلکش نظاروں کو سلام

دین کے ماتھے کا جھومر ہیں ابوبکرؓ و عمرؓ
چاند کے پہلو میں لیٹے دو ستاروں کو سلام

تیری گلیوں میں جو پھرتے ہیں گدا کے بھیس میں
اُن شہنشاہوں ، امیروں ، تاجداروں کو سلام

رشکِ ماہ و مہرِ تاباں ، نقشِ پائے مصطفیؐ
ہر قدم پر ملنے والے ماہ پاروں کو سلام

یہ جہانِ آب و گِل عرفاںؔ تھا صحرا کی طرح
آپؐ کے آنے سے آئی سب بہاروں کو سلام

اسلام کا تصوّر انسان اور اس کی ذمّہ داریاں ایک تحقیقی جائزہ Islamic Concept of Man and his Responsibilities

Allah Almighty has completed this world by the creation of human being. He Almighty has made the men superior than the other creation of all the world .By his creation Allah Almighty has designated some responsibilities to him as well. If He will fulfil these responsibilities and do right deed, Allah almighty will pleased by him and he will deserve the Heaven and if he will not fulfil his responsibilities which were designated by Allah almighty and will misconduct, then due to misconducting of his deeds he will go to Hell. By this article, I tried to describe the meaning of man and point out the process and stages of creation of human, his responsibilities and some hidden but bitter facts about human life. When a person accept and understand these facts, his life will be easy. In this research paper descriptive method of research has been adopted by researcher

Biological Evaluation, Isolation and Characterization of Compounds from Fagonia Cretica L.

The research work presented in this thesis deals with the chemotherapeutic (antiproliferative) and cancer chemopreventive activity of a medicinal plant from Pakistan; Fagonia cretica L. (Zygophyllaceae), based on the traditional claims for its use in folklore medicine in the treatment of different types of cancers and inflammatory conditions. Through a bioactivity guided fractionation approach, the crude extract (FCC), resultant two organic fractions i.e. n-hexane and ethyl acetate (FCN and FCE, respectively) and an aqueous fraction (FCA) were tested for their anti-proliferative and cancer chemopreventive activity by employing different standard bioassays. In this investigation, it was demonstrated that F. cretica extract and fractions have antiproliferative activity towards human breast cancer cells and it can exert cancer chemopreventive effects via NFκB inhibition, iNOS inhibition and QR induction. The most potent fraction was ethyl acetate (FCE) fraction followed by n-hexane fraction (FCN) in this study. Six compounds in total (FCEE1, FCEK2, FCEK3, FCEM4, FCEN5 and FCNC6) were isolated from potent fractions of this medicinal plant using repeated flash column chromatography. Structural elucidation was carried out through a series of spectroscopic experiments (1-D and 2-D NMR). Among these six compounds, one compound (FCEE1) is a triterpene acid, two compounds (FCEK2 and FCEN5) belong to the triterpene saponin class, one compound FCEM4 belongs to steroidal saponin class and two compounds (FCEK3 and FCNC6) belong to phytosterol class of chemical compounds. All the isolated compounds have known structures but these are isolated from this plant species for the first time. All the compounds were evaluated for their anti-proliferative activity against breast cancer cell lines (MCF-7 and MDAMB- 231), non-tumorigenic breast epithelial cell line (MCF-10A) and cervical cancer cell line (HeLa) by using sulforhodamine B (SRB) assay. Cancer chemopreventive potential of compounds was also estimated in different bioassays i.e. TNF-α activated nuclear factor-kappa B (NFκB) assay, inhibition of lipopolysaccharide (LPS)- activated nitric oxide (NO) production in murine macrophage RAW 264.7 cells (iNOS) assay, Aromatase inhibition assay and Quinone reductase 1 (QR1) induction assay. A serial dilution of eight concentrations (0.39, 0.78, 1.56, 3.12, 6.25, 12.5, 25, 50 μM) for each compound was tested. xix Purified compounds were able to reduce cell viability significantly in two phenotypically different breast cancer cell lines (MCF-7 and MDA-MB-231). This activity was markedly reduced in normal mammary epithelial cells (MCF-10A) thus indicating selective toxicity between malignant and normal cells. Among compounds, in NFκB inhibition assay, FCEE1 showed maximum inhibition (IC50, 5.26 μM) while in iNOS inhibition assay, FCEM4 demonstrated best activity (IC50, 0.38 μM). For QR1 induction, FCNC6 was proved to be best compound (CD, 17.07 μM). None of the compounds were active in inhibiting aromatase enzyme. Compound FCEE1, a triterpene acid was the most potent compound in this study followed by FCEM4. Elucidation and characterization of the cytotoxic mechanism was undertaken by cell cycle status, apoptosis and expression of transcription factors and their targets i.e. p53, p21, Bax, γ-H2AX and FOXO3a. Pure compound treatment was able to induce a time and dose-dependent decrease on cell viability of two phenotypically different breast cancer cell lines (MCF-7 and MDA-MB-231), while demonstrating a markedly decreased cytotoxic effect of triterpene acid (FCEE1) and derivatives i.e. triterpene saponins (FCEK2 and FCEN5) on normal mammary epithelial cells (MCF-10A). Cell cycle arrest (expressed by sub-G1 peak) and apoptosis was induced in both MCF-7 and MDA-MB-231 cells. Overall all the purified compounds were more effective against estrogen receptor negative breast cancer (MDA-MB-231) cells. Loss of breast cancer cell viability is associated with induction of DNA double strand breaks which were detected in both cell lines by pure compounds’ treatment. In MCF-7 cells, expression of p53 by FCEE1 seems to induce upregulation of the CDK inhibitor, p21, and pro-apoptotic Bax. In current study, pure compounds’ treatment to human breast cancer cells induced double strand breaks to DNA associated with activation of DNA repair protein γ-H2AX. Compound FCEM4 treatment was able to induce FOXO3a expression in both MCF-7 and MDA-MB-231 cells. This suggests that activation of FOXO3a in the absence of functional p53 plays a vital role in induction of cytotoxicity. The results of this study suggest that FCEE1 is cytotoxic through p53 dependent as well as independent pathways while FCEM4 uses only p53 independent pathway.