There are three tasks in this assignment :

1. Consider how to evaluate (compare and contrast) tools and programming languages used in data mining and text analysis.

This can be organised in any way you choose, and you are advised to have at least THREE and no more than FIVE criteria that are well defined and can be clearly justified as effective.  Reading around the literature should inform your criteria development, and where you choose to reuse existing criteria this should be clearly justified and supported by citation.

You should present clear well-defined criteria followed by a short discussion to justify your selection.

This should be no more than ONE page in length.

2. Test and evaluate at least TWO and no more than THREE tools/programming languages using either the given exercises, or a set of your own devising. Again, reading around the literature can inform how you test and apply your evaluation process.
Exercise: Using an algorithm of your choice construct and test a decision tree classifier for the No Claims attribute. with a brief explanation and justification of your choice of algorithm. – Training and Test Data are attached.

You should briefly discuss how your tests/evaluation process work and provide support for your criteria. You can choose to use a table or diagram to enable this discussion.

You should present the results of your tests/evaluation process for each of the tools/programming languages you have selected. Along with a brief discussion of what the results potentially demonstrate.

This should be no more than TWO pages in length.

3.      From your evaluation process identify ONE of the tools/programming languages that you think is the most effective given your results. Consider this tool in the context of at least TWO and no more than THREE specific application areas, for example: sentiment analysis on a twitter feed. Consider whether or not the tool/programming language is fit to potentially overcome areas of identified challenges in this area.

You will need to consider the requirements of your application areas here carefully and particular current limitations. It is not expected at this stage that this will be complete or entirely accurate. Again, reading around the research will support this task and it is acceptable to reuse the requirements of an existing application area.

This should be no more than ONE page in length.

You should provide an executive summary at the beginning of your report. This should contain at least:

      The intended aim/objective of the report overall;

      An overview of each section included indicating what tools/areas you have selected to use/evaluate/discuss;

      Any specific points of interest that need to be emphasized;

      The conclusion or final position of the report.

This should be no more than ONE page in length.

Referencing Style should be IEEE. I tried using Python and WEKA. But see the best tools that are easy. If you need clarification contact me. You can either devise something comprising test and training data to create a model. as long as the outcomes are the same.

The linked chartPreview the document provides a quick analysis of different periods in the ancient Near East. The dating of ancient Israel (Canaan) is usually divided up into supposed changes in metal use and then-empires (Persian, Greek, Roman) while the dating of Mesopotamia follows political changes (kingdoms). Egypt, not represented on this chart, is divided into various periods of stability (Kingdom) or change (Intermediate). Using the course textbook, suggested library resources, or internet resources, fill in the sections of the chart as assigned. In all, there are 20 items to be identified.

The goal of this assignment is to visualize the general chronological dates for major biblical periods and major events from surrounding cultures, especially in Mesopotamia (to the north) and Egypt (to the south).

Download the ancient Near East ChartPreview the document. Fill in the sections of the chart as indicated:

Period: This column follows the general dating of Palestine for much of the Old Testament period. Note that a number of these labels could be defined with greater detail (Late Bronze I or Late Bronze II) and there is much controversy over the way they are split as well as the exact dates. Needless to say, people did not all drop bronze tools and pick up iron ones on the same date!
Dates: Fill in the range of dates for each period. The Early Bronze Age is provided as an example. Scholars debate over various chronologies and there are numerous suggestions for these dates so check a few different sources to get the best average range for each period.
Key PersonsBible/Israel: Place in this column the names of a few key persons that are developed by the Bible. The Middle Bronze Age is the time of the Patriarchs so that has been filled in by way of example. Think of great individuals or even persons for whom the books of the Bible are named, like Ezra.
IsraelKey Events: In this column include major events in the history of Israel. Some examples would be: The Exodus, The Conquest (Joshua), the United Monarchy, the fall of Samaria, and the fall of Jerusalem.
Mesopotamia and/or Egypt Parallels: Most of these occasions or key discoveries have been placed on the chart for parallel reference. Complete this column by adding the following events/persons:
Hammurabis law code
Shishaks invasion of Palestine
The Cyrus Cylinder
In addition to normal reference works (Bible Dictionaries and Encyclopedias) some helpful resources would be a basic history of the Ancient Near East or of Israel. A few of these are listed below:

History of Ancient Near East

Hallo, William W., and William Kelly Simpson. The Ancient Near East, A History. Second Edition. Harcourt College Pub., 1998.
Kuhrt, Amelie. The Ancient Near East. 2 Volumes. NY: Routledge, 1995.
Postage, J. N. Early Mesopotamia. NY: Routledge, 1994.
Van De Mieroop, Marc. A History of the Ancient Near East ca. 3000-323 BC. Malden, MA: Blackwell Pub., 2004.
History of Israel

Bright, John. A History of Israel. Fourth Edition. Westminster John Knox, 2000.
Kaiser, Walter C., Jr. A History of Israel From the Bronze Age Through The Jewish Wars. Nashville: Broadman & Holman Publishers, 1998.
Merrill, Eugene H. Kingdom of Priests: A History of Old Testament Israel. Grand Rapids, MI: Baker Book House, 1973.
Provan, Iain W., V. Phillips Long, and Tremper Longman. A Biblical History of Israel. Louisville, KY: Westminster John Knox Press, 2003.
Wood, Leon J. A Survey of Israels History. Revised Edition. Grand Rapids, MI: Zondervan, 1988.
Instructions: Save your changes and upload this document in this assignment. Make sure your name is on the chart that you upload.

Students will compose a five-to-eight-paragraph essay discussing how one selected work employs three elements of short story to arrive at an arguable theme; or, how one element of short story is developed in three separate works to present the themes of those works.

Where Are You Going, Where Have You Been?
Joyce Carol Oates

That’s the story I am choosing

In the lecture, I gave an overview of some of the main issues, as I see them, in urban psychology. You also read about some of these issues in the “facts and figures” media file from the organization Urban Design and Mental Health (UD/MH) and in the readings. Briefly summarize the main issues as presented in this material. Based on your own experiences of life in cities, what else might we include in such a list of issues?

https://www.urbandesignmentalhealth.com/facts-and-figures.html

https://www.bbc.com/future/article/20170605-the-psychology-behind-your-citys-design

Share an example of an ethical problem or dilemma you have faced at some point in your own life. 
Explain why the problem or dilemma was ethical in nature.
Explain how did you resolved or attempted to resolve the problem.  To what degree were you satisfied with the resolution? 
To what degree do you think that you utilized critical thinking when addressing the problem?
Note: Ethical problems can sometimes be very personal.  Please do not share any examples you are not comfortable discussing with the rest of the class.

PLEASE ONLY answer questions 4 and 5

CASE STUDY – Riad : Is This Child Mislabeled?
Riad Hamui, a third-grade student and refugee from Syria, spoke limited English. He has witnessed war first hand, having seen his father killed, and his mother maimed. His education prior to immigrating to the U.S. has been sporadic at best.
A week before school was scheduled to start, Harry Simms, the principal at Oakwood Elementary, was busy at his desk. The school secretary entered his office and said, “There are some people here to see you, I think they want to enroll a student.”
Harry stood up and welcomed the visitors, two women and an-eight-year-old boy.
“I am Byona Hamui and this is Riad ,” said one of the women haltingly.
The other woman quickly added, “I am Byonas sister-in-law, Trina. I am here to interpret for her because she speaks only French and Spanish but very little English. She would like to enroll Riad in the school.”
“Thanks,” responded Harry. “Ask her to tell me about Riad .”
Trina translated as Byona talked. “Riad was born in Syria and his development was completely normal, just like the other little boys of the village. He was getting ready to begin school when the trouble began. He is now a very quiet young boy, but he has seen more than most children. There were bomb explosions in our village and several of our relatives were killed.  His father and I made plans for two years to leave our country. When we got to the border, there was trouble with our papers and the guards tried to detain us. My husband told us to run but when we did, they shot and killed him.  I was injured so seriously that I lost my arm. Riad saw all of this.”
Mrs. Hamui continued her story of the family’s struggle for freedom. “We made our way to Spain where we stayed for a while then went to France and stayed with relatives outside Vichy. Riad was ready for his first year of school, but he did not attend until the beginning of the second year due to my extended hospital stay. During his schooling in France, he did not speak the language very well and received no teaching of how to read. At that point, Riad, his sister, and I traveled to America to join my brother.”
Harry did not know how to respond to such a tragic story. He decided simply to welcome Riad to Oakwood and assure Mrs. Hamui the school staff would help him adjust to his new environment.
Riad was placed in a third grade class based on age and received additional services from the Limited English Proficiency (LEP) program. Riad made very little progress over the next few months. He was essentially a non-reader and showed little aptitude in the LEP class. Riad s teacher suggested to Mrs. Hamui that perhaps Riad had a learning disability that should be explored with testing. Mrs. Hamui rejected that possibility, stating that she felt that Riad would catch up as he became more proficient in speaking the language.
By the end of the year, Riad had not caught up. He was still struggling with the language and had made very little academic progress. Mrs. Hamui reluctantly agreed to have Riad tested. When the testing was complete, she met with Riad s teachers, the principal, and the school psychologist. The school psychologist read the evaluation results. “Riads score on the Leiter (a nonverbal intelligence test) was 105. On the Woodcock-Johnson Test of Cognitive Abilities, he scored at least 2 standard deviations below the mean in the areas of auditory processing, short term memory, comprehension knowledge, and fluid reasoning. He scored in the average range in: long term processing, processing speed, and visual processing. On the Woodcock-Johnson Tests of Achievement, Riad scored 2 standard deviations below the mean in reading, written language, and knowledge. He scored in the average range in math.”  The school psychologist then turned to Mrs. Hamui and her interpreter and said, “What all of these tests show is that Riad has a learning disability and would benefit from individualized and small-group instruction for part of the day in a resource room.” Everyone around the table nodded in agreement except Riads mother.
Mrs. Hamui said, “I think Riad is just having trouble picking up the language. At home he does fine. He seems so intelligent to me.”
“He is intelligent, Mrs. Hamui, but he has a learning disability that is holding him back. We can help him overcome that disability and achieve his full potential. He will also continue to receive services in the LEP class,” the psychologist responded. Mrs. Hamui really did not perceive unusual characteristics at home and did not understand what she was hearing. However she felt pressured and finally agreed to the placement.
Riad made limited progress in the fourth grade in spite of his new placement. The fifth grade, however, proved to be a true success story for Riad . His new resource teacher in his learning disabilities class, Mrs. Evans was in her third year of teaching. She was impressed by the diversity of the students at the school, including a large population of children of Syrian descent.  She became interested in finding out as much as she could about the culture and background of her students in order to develop a relationship with them. She developed an especially close relationship with Riad.
Mrs. Evans worked with Riad in a resource pull-out program for two hours every day. She also went into Riads classroom three times each week for language arts in order to provide him with additional support. Riads proficiency with the oral component of the English language increased as well as his reading skills. The combination of resource room instruction and an inclusive language class was proving to be effective. Riad  had risen from a non-reader to a second-grade level in oral language and reading comprehension. His math skills were even higher.
Mrs. Evans observed firsthand Riads rapid intellectual growth. She noted that when Riad  was introduced to a new word and its definition, he was able to retain that knowledge. She pondered on how a learning-disabled student could do so much so quickly. Although Riad was still a quiet child and hesitant to become involved in detailed English conversations, he was very comfortable when talking socially to his Syrian peers.
Mrs. Evans became concerned about Riads learning disabled diagnosis. She decided to check out his records in the school office. As she read his file, she discovered that the initial testing was done in English and Syrian, but Syrian was used only if Riad indicated that he did not understand what was being said. She thought of the gains Riad had made this year and the trauma he had experienced. “Just how valid were the evaluation procedures for a child so young, so traumatized, and struggling with the language?” she thought to herself. “Should I question the schools evaluation procedures? Im new here and up for tenure this year. I dont want to cause any waves by questioning the judgment and authority of the psychologist and the administration. But, I also dont think a child should be mislabeled.” She continued to ponder the situation as she closed Riads file and handed it back to the secretary.
Discussion Questions:
1.    If you were Mrs. Evans, how would you approach the situation? Cite special education laws that Mrs. Evans can review to better understand Riads situation.

2.    What teaching strategies might Mrs. Evans have employed to bring about the changes she observed in Riads achievements?

3.    Explain the ways in which Riads testing was biased based on IDEA. Use your text and Internet to cite appropriate special education laws.

4.    What are some possible reasons why Riad scored 2 standard deviations below the mean in reading, written language, and knowledge but in the average range in math? What issues should be further explored that might help the school better understand some of Riads educational challenges and how best to meet his needs. Use your text and Internet to cite appropriate laws.

5.    Was a special education placement appropriate for Riad? Cite specific reasons for your response based on both law and experience. Use your text and Internet to cite appropriate laws.

Formal Essay Topic 1 on Guns, Germs & Steel.

Diamond makes a particular argument for why some parts of the world got a head start in accumulating great wealth over time and why some have remained historically poor. Summarize his argument systematically by setting up an argument with a thesis statement in your introduction and by supporting it with evidence from Diamonds findings while citing those passages/ phrases where he states his points most clearly in the body of your paper. Your argument must be framed showing how ultimate explanations led to the development of proximate factors to support his claims. Your concluding paragraph must evaluate his argument–are you satisfied with it; why or why not? (3-4 pages, typed, 12 pt. font, 1″ margins and double spaced)

Discuss at least 3 regulations impose in APRN in the state of Florida and would you like to change the process.

Review the following websites: https://www.ncsbn.org/Consensus_Model_for_APRN_Regulation_July_2008.pdf

American Association of Nurse Practitioners Standards of Practice

https://storage.aanp.org/www/documents/advocacy/position-papers/StandardsOfPractice.pdf

Please use 2 more different references

The goal of this discussion is to assess the cultural and biblical aspects of Levirate marriage.

In order to complete this assignment, you will need to read:

Genesis 38:8Judah, 3 sons, and Tamar (Tamar seems to have understood the custom).
Deuteronomy 25:5-10Perform the duty of a husbands brother. Note the curse added for failure to perform such a marriage.
RuthBoaz as kinsman redeemer and the man who marries Ruth to provide an heir for her and Naomi (Levirate marriage). Naomi speaks with this idea in mind to both Orpah and Ruth (chapter 1).
Research this custom by reading a brief article or 2 in a Bible dictionary, a Bible encyclopedia or a related reference work (see eResources in the Getting Started module for reference works), and read the following 2 Middle Assyrian Laws (from Theophile J. Meek, ANET, 182). The Middle Assyrian Laws only relate indirectly, but think about what Kitchen has written about making cultural comparisons when interacting with them.

30: If a father has conveyed (or) brought the betrothal gift to the house of his sons (prospective) father-in-law, with the woman not yet married to his son, and another son of his, whose wife is living in her fathers house died, he shall give his dead sons wife in marriage to his other son to whose father-in-laws house he brought (the gift); if the girls master, who has received the gift, is not willing to give up his daughter, if he wishes, the father who brought the gift may take his (prospective) daughter-in-law (and) marry (her) to his son; however, if he wishes, he may take back in full as much as he brought: lead, silver, gold (and) what is not edible, but with no claim to what is edible.
33: [If], while a woman is still living in her fathers house, her husband died and she has sons, [she shall live where she chooses in] a house of theirs. [If] she has no [son, her father-in-law shall marry her to the son] of his choice or if he wishes, he may give her in marriage to her father-in-law. If her husband and her father-in-law are both dead and she has no son, she becomes a widow; she may go where she wishes.
Based upon your biblical reading and research of the concept of Levirate marriage, formulate an assessment of the biblical and cultural aspects of Levirate marriage in Old Testament times.

For example, Why did people rely on this custom? How was it helpful or unhelpful and what were the cultural and/or biblical implications of this practice? Is there are larger principle about God and the way He works behind this custom? (Note: These are example questions but your assessment should include reflections upon the custom in its culture, how it provides insight into God’s working with his people [his nature] and what we might learn from that for today’s world.)

. Sharing an ARTIFACT from anywhere in the course (for example, from a Discussion Board Post, from an assignment, from an email or message where you are writing about the Course Learning Objective, from your notes)

3. Writing an ANALYSIS of the artifact. Write about where this artifact is from, what you think about it now at the end of the course, and how it connects to the Course Learning Objective.

4. Identifying how your learning about this Course Learning Objective is connected to CHANGE (for example, change in your work life, change in your leadership, change in your Capstone Action Project.)

We recommend you compose your responses in a WORD document and edit them so that you are ready to copy and paste them into the quiz. You can preview the questions by starting the quiz and moving through the questions.

I WILL ATTACHED DISCUSSIONS PLEASE READ AND RESPOND TO THE QUESTIONS BELOW. PLEASE LEAVE THE NUMBERS OF THE QUESTION THE WAY I HAVE THEM. THANKS

QUESTION;
                                  (USE DISCUSSION FROM WEEK 2 TO ANSWER QUESTION 2 & 3 )
2-ARTIFACT: Choose one example of the work you have produced in this course that shows you mastered/achieved the first course LO. This can be a discussion post, reflection response, or a specific section of an assignment. These examples are considered artifacts of your achievement.

APPLICATION: For the artifact chosen, provide a rationale detailing how the artifact shows the learning objective was achieved OR provide an analysis of how you could improve the artifact to show mastery of the learning outcome.

3-CHANGE:  Provide a reflection on the course LO and how the learning has affected a change in your behavior, future plans, or perspective. This change could be in your personal or professional life, and this may include a change in attitude or thought.

                        (USE DISCUSSION FROM WEEK 3 TO ANSWER QUESTION 5 &6)
5- ARTIFACT: Choose one example of the work you have produced in this course that shows you mastered/achieved the first course LO. This can be a discussion post, reflection response, or a specific section of an assignment. These examples are considered artifacts of your achievement.

APPLICATION: For the artifact chosen, provide a rationale detailing how the artifact shows the learning objective was achieved OR provide an analysis of how you could improve the artifact to show mastery of the learning outcome.

6- CHANGE:  Provide a reflection on the course LO and how the learning has affected a change in your behavior, future plans, or perspective. This change could be in your personal or professional life, and this may include a change in attitude or thought.
                          ( USE DISCUSSION FROM WEEK 4 TO ANSWER 8 & 9)
8-ARTIFACT: Choose one example of the work you have produced in this course that shows you mastered/achieved the first course LO. This can be a discussion post, reflection response, or a specific section of an assignment. These examples are considered artifacts of your achievement.

APPLICATION: For the artifact chosen, provide a rationale detailing how the artifact shows the learning objective was achieved OR provide an analysis of how you could improve the artifact to show mastery of the learning outcome.

9-CHANGE:  Provide a reflection on the course LO and how the learning has affected a change in your behavior, future plans, or perspective. This change could be in your personal or professional life, and this may include a change in attitude or thought.
                                (USE DISCUSSION FROM WEEK 5 TO ANSWER 11 & 12)
11- ARTIFACT: Choose one example of the work you have produced in this course that shows you mastered/achieved the first course LO. This can be a discussion post, reflection response, or a specific section of an assignment. These examples are considered artifacts of your achievement.

APPLICATION: For the artifact chosen, provide a rationale detailing how the artifact shows the learning objective was achieved OR provide an analysis of how you could improve the artifact to show mastery of the learning outcome.

12-CHANGE:  Provide a reflection on the course LO and how the learning has affected a change in your behavior, future plans, or perspective. This change could be in your personal or professional life, and this may include a change in attitude or thought.
                              ( USE DISCUSSION FROM WEEK 6 TO ANSWER 14 & 15)
14- ARTIFACT: Choose one example of the work you have produced in this course that shows you mastered/achieved the first course LO. This can be a discussion post, reflection response, or a specific section of an assignment. These examples are considered artifacts of your achievement.

APPLICATION: For the artifact chosen, provide a rationale detailing how the artifact shows the learning objective was achieved OR provide an analysis of how you could improve the artifact to show mastery of the learning outcome.

15-CHANGE:  Provide a reflection on the course LO and how the learning has affected a change in your behavior, future plans, or perspective. This change could be in your personal or professional life, and this may include a change in attitude or thought.