update,
This commit is contained in:
401
tunmnlu/task_1/Q2-src/Q2_ref.py
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401
tunmnlu/task_1/Q2-src/Q2_ref.py
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########################### DO NOT MODIFY THIS SECTION ##########################
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#################################################################################
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import sqlite3
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from sqlite3 import Error
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import csv
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#################################################################################
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## Change to False to disable Sample
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SHOW = True
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############### SAMPLE CLASS AND SQL QUERY ###########################
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######################################################################
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class Sample():
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def sample(self):
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try:
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connection = sqlite3.connect("sample")
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connection.text_factory = str
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except Error as e:
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print("Error occurred: " + str(e))
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print('\033[32m' + "Sample: " + '\033[m')
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# Sample Drop table
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connection.execute("DROP TABLE IF EXISTS sample;")
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# Sample Create
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connection.execute("CREATE TABLE sample(id integer, name text);")
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# Sample Insert
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connection.execute("INSERT INTO sample VALUES (?,?)",("1","test_name"))
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connection.commit()
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# Sample Select
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cursor = connection.execute("SELECT * FROM sample;")
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print(cursor.fetchall())
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######################################################################
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class HW2_sql():
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############### DO NOT MODIFY THIS SECTION ###########################
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######################################################################
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def create_connection(self, path):
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connection = None
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try:
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connection = sqlite3.connect(path)
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connection.text_factory = str
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except Error as e:
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print("Error occurred: " + str(e))
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return connection
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def execute_query(self, connection, query):
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cursor = connection.cursor()
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try:
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if query == "":
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return "Query Blank"
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else:
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cursor.execute(query)
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connection.commit()
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return "Query executed successfully"
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except Error as e:
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return "Error occurred: " + str(e)
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######################################################################
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######################################################################
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# GTusername [0 points]
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def GTusername(self):
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gt_username = "kobrien43"
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return gt_username
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# Part a.i Create Tables [2 points]
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def part_ai_1(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_ai_1_sql = "CREATE TABLE IF NOT EXISTS movies (id INTEGER , title TEXT, score REAL);"
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######################################################################
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return self.execute_query(connection, part_ai_1_sql)
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def part_ai_2(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_ai_2_sql = "CREATE TABLE IF NOT EXISTS movie_cast (movie_id INTEGER, cast_id INTEGER, cast_name TEXT, birthday TEXT, popularity REAL);"
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######################################################################
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return self.execute_query(connection, part_ai_2_sql)
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# Part a.ii Import Data [2 points]
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def part_aii_1(self,connection,path):
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############### CREATE IMPORT CODE BELOW ############################
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query = "INSERT INTO movies VALUES (?, ?, ?);"
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with open(path, newline='') as movies_csv:
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reader = csv.reader(movies_csv)
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cursor = connection.cursor()
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for record in reader:
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cursor.execute(query, record)
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connection.commit()
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######################################################################
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sql = "SELECT COUNT(id) FROM movies;"
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cursor = connection.execute(sql)
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return cursor.fetchall()[0][0]
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def part_aii_2(self,connection, path):
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############### CREATE IMPORT CODE BELOW ############################
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query = "INSERT INTO movie_cast VALUES (?, ?, ?, ?, ?);"
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with open(path, newline='') as movie_cast_csv:
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reader = csv.reader(movie_cast_csv)
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cursor = connection.cursor()
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for record in reader:
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cursor.execute(query, record)
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connection.commit()
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######################################################################
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sql = "SELECT COUNT(cast_id) FROM movie_cast;"
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cursor = connection.execute(sql)
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return cursor.fetchall()[0][0]
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# Part a.iii Vertical Database Partitioning [5 points]
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def part_aiii(self,connection):
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############### EDIT CREATE TABLE SQL STATEMENT ###################################
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part_aiii_sql = "CREATE TABLE IF NOT EXISTS cast_bio (cast_id INTEGER, cast_name TEXT, birthday TEXT);"
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######################################################################
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self.execute_query(connection, part_aiii_sql)
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############### CREATE IMPORT CODE BELOW ############################
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part_aiii_insert_sql = "INSERT INTO cast_bio(cast_id, cast_name, birthday)" \
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"SELECT DISTINCT cast_id, cast_name, birthday FROM movie_cast;"
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######################################################################
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self.execute_query(connection, part_aiii_insert_sql)
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sql = "SELECT COUNT(cast_id) FROM cast_bio;"
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cursor = connection.execute(sql)
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return cursor.fetchall()[0][0]
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# Part b Create Indexes [1 points]
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def part_b_1(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_b_1_sql = "CREATE INDEX movie_index ON movies(id);"
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######################################################################
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return self.execute_query(connection, part_b_1_sql)
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def part_b_2(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_b_2_sql = "CREATE INDEX cast_index ON movie_cast(cast_id);"
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######################################################################
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return self.execute_query(connection, part_b_2_sql)
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def part_b_3(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_b_3_sql = "CREATE INDEX cast_bio_index ON cast_bio(cast_id);"
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######################################################################
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return self.execute_query(connection, part_b_3_sql)
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# Part c Calculate a Proportion [3 points]
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def part_c(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_c_sql = '''
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SELECT printf("%.2f", SUM(CASE WHEN score > 50 AND title LIKE '%war%' THEN 1 ELSE 0 END) * 100.0 / COUNT(id))
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AS p
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FROM movies;
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'''
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######################################################################
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cursor = connection.execute(part_c_sql)
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return cursor.fetchall()[0][0]
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# Part d Find the Most Prolific Actors [4 points]
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def part_d(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_d_sql = '''
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SELECT cast_name, COUNT(movie_id) AS appearances
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FROM movie_cast
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WHERE popularity > 10
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GROUP BY cast_name
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ORDER BY appearances DESC, cast_name
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LIMIT 5;
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'''
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######################################################################
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cursor = connection.execute(part_d_sql)
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return cursor.fetchall()
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# Part e Find the Highest Scoring Movies With the Least Amount of Cast [4 points]
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def part_e(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_e_sql = '''
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SELECT movie.title AS title,
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Printf("%.2f", movie.score) AS score,
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Count(mcast.cast_id) AS cc
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FROM movies movie
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JOIN movie_cast mcast
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ON movie.id = mcast.movie_id
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GROUP BY movie.title
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ORDER BY movie.score DESC,
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cc,
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title
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LIMIT 5;
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'''
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######################################################################
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cursor = connection.execute(part_e_sql)
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return cursor.fetchall()
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# Part f Get High Scoring Actors [4 points]
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def part_f(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_f_sql = '''
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SELECT mcast.cast_id, mcast.cast_name,
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printf("%.2f", AVG(movie.score)) AS avg_score
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FROM movie_cast mcast
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JOIN movies movie ON mcast.movie_id = movie.id
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WHERE movie.score >= 25
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GROUP BY mcast.cast_id, mcast.cast_id
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HAVING COUNT(mcast.movie_id) > 2
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ORDER BY avg_score DESC, mcast.cast_name
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LIMIT 10;
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'''
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######################################################################
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cursor = connection.execute(part_f_sql)
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return cursor.fetchall()
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# Part g Creating Views [6 points]
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def part_g(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_g_sql = '''
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CREATE VIEW good_collaboration
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(
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cast_member_id1,
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cast_member_id2,
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movie_count,
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average_movie_score
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)
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AS
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SELECT cast1.cast_id AS cast_member_id1,
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cast2.cast_id AS cast_member_id2,
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Count(cast1.movie_id) AS cocasted,
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AVG(movie.score) AS avg_score
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FROM movie_cast cast1
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JOIN movie_cast cast2
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ON cast1.movie_id = cast2.movie_id
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JOIN movies movie
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ON cast1.movie_id = movie.id
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AND cast1.cast_id < cast2.cast_id
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JOIN movies movie
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ON cast1.movie_id = movie.id
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GROUP BY cast1.cast_id, cast2.cast_id
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HAVING cocasted >= 3
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AND avg_score >= 40
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ORDER BY cocasted DESC;
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'''
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######################################################################
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return self.execute_query(connection, part_g_sql)
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def part_gi(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_g_i_sql = '''
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SELECT c.cast_id as cast_id, cast_bio.cast_name as cast_name,
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printf("%.2f", AVG(cast(average_movie_score)) AS collaboration_score
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FROM (
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SELECT case_member_id1 AS id, average_movie_score
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FROM good_collaboration gc
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UNION ALL
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SELECT cast_member_id2 AS id, average_movie_score
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FROM good_collaboration gc
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) AS c
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INNER JOIN cast_bio
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ON c.id =
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;
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'''
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######################################################################
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cursor = connection.execute(part_g_i_sql)
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return cursor.fetchall()
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# Part h FTS [4 points]
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def part_h(self,connection,path):
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############### EDIT SQL STATEMENT ###################################
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part_h_sql = "CREATE VIRTUAL TABLE movie_overview USING fts4(id INTEGER, overview TEXT);"
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######################################################################
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connection.execute(part_h_sql)
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############### CREATE IMPORT CODE BELOW ############################
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query = "INSERT INTO movie_overview VALUES(?,?);"
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with open(path, newline='', encoding='UTF-8') as data:
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reader = csv.reader(data)
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cursor = connection.cursor()
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for record in reader:
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cursor.execute(query, record)
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connection.commit()
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######################################################################
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sql = "SELECT COUNT(id) FROM movie_overview;"
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cursor = connection.execute(sql)
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return cursor.fetchall()[0][0]
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def part_hi(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_hi_sql = "SELECT COUNT(id) FROM movie_overview WHERE overview MATCH 'fight';"
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######################################################################
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cursor = connection.execute(part_hi_sql)
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return cursor.fetchall()[0][0]
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def part_hii(self,connection):
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############### EDIT SQL STATEMENT ###################################
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part_hii_sql = "SELECT COUNT(id) FROM movie_overview WHERE overview MATCH 'space NEAR/5 program';"
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######################################################################
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cursor = connection.execute(part_hii_sql)
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return cursor.fetchall()[0][0]
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if __name__ == "__main__":
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########################### DO NOT MODIFY THIS SECTION ##########################
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#################################################################################
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if SHOW == True:
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sample = Sample()
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sample.sample()
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print('\033[32m' + "Q2 Output: " + '\033[m')
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db = HW2_sql()
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try:
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conn = db.create_connection("Q2")
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except:
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print("Database Creation Error")
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try:
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conn.execute("DROP TABLE IF EXISTS movies;")
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conn.execute("DROP TABLE IF EXISTS movie_cast;")
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conn.execute("DROP TABLE IF EXISTS cast_bio;")
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conn.execute("DROP VIEW IF EXISTS good_collaboration;")
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conn.execute("DROP TABLE IF EXISTS movie_overview;")
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except:
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print("Error in Table Drops")
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try:
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print('\033[32m' + "part ai 1: " + '\033[m' + str(db.part_ai_1(conn)))
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print('\033[32m' + "part ai 2: " + '\033[m' + str(db.part_ai_2(conn)))
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except:
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print("Error in Part a.i")
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try:
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print('\033[32m' + "Row count for Movies Table: " + '\033[m' + str(db.part_aii_1(conn,"data/movies.csv")))
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print('\033[32m' + "Row count for Movie Cast Table: " + '\033[m' + str(db.part_aii_2(conn,"data/movie_cast.csv")))
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except:
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print("Error in part a.ii")
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try:
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print('\033[32m' + "Row count for Cast Bio Table: " + '\033[m' + str(db.part_aiii(conn)))
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except:
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print("Error in part a.iii")
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try:
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print('\033[32m' + "part b 1: " + '\033[m' + db.part_b_1(conn))
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print('\033[32m' + "part b 2: " + '\033[m' + db.part_b_2(conn))
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print('\033[32m' + "part b 3: " + '\033[m' + db.part_b_3(conn))
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except:
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print("Error in part b")
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try:
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print('\033[32m' + "part c: " + '\033[m' + str(db.part_c(conn)))
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except:
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print("Error in part c")
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try:
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print('\033[32m' + "part d: " + '\033[m')
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for line in db.part_d(conn):
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print(line[0],line[1])
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except:
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print("Error in part d")
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try:
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print('\033[32m' + "part e: " + '\033[m')
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for line in db.part_e(conn):
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print(line[0],line[1],line[2])
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except:
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print("Error in part e")
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try:
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print('\033[32m' + "part f: " + '\033[m')
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for line in db.part_f(conn):
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print(line[0],line[1],line[2])
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except:
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print("Error in part f")
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try:
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print('\033[32m' + "part g: " + '\033[m' + str(db.part_g(conn)))
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print('\033[32m' + "part g.i: " + '\033[m')
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for line in db.part_gi(conn):
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print(line[0],line[1],line[2])
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except:
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print("Error in part g")
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try:
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print('\033[32m' + "part h.i: " + '\033[m'+ str(db.part_h(conn,"data/movie_overview.csv")))
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print('\033[32m' + "Count h.ii: " + '\033[m' + str(db.part_hi(conn)))
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print('\033[32m' + "Count h.iii: " + '\033[m' + str(db.part_hii(conn)))
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except:
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print("Error in part h")
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conn.close()
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#################################################################################
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#################################################################################
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Reference in New Issue
Block a user