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How to use test4 method in avocado

Best Python code snippet using avocado_python

test.py

Source:test.py

1from subprocess import Popen, PIPE2from unittest import TestCase3import signal4import threading5import random6import logging7# use `sudo lsof -i -P -n` to make sure all processes have been terminated8def get_random_string():9    return "-" + str(random.randrange(0, 100000))10TIME_INTERVAL = 1  # in seconds11testcase = TestCase()12CLIENT1 = "client1" + get_random_string()13CLIENT2 = "client2" + get_random_string()14UNKNOWNCLIENT = "unknownClient" + get_random_string()15MESSAGE1 = "message1" + get_random_string()16MESSAGE2 = "message2" + get_random_string()17CLEANUP_COMMANDS = ["pkill -f python",18                    "pkill -f Python"19                    ]20# constants for test 121TEST1_SERVER_PORT = str(random.randrange(6600, 9000))22TEST1_COMMANDS = ["python3 server.py -p " + TEST1_SERVER_PORT,23                  "python3 client.py -s 127.0.0.1 -p " + TEST1_SERVER_PORT + " -n " + CLIENT124                  ]25TEST1_SERVER_INPUTS = []26TEST1_CLIENT_INPUTS = ["exit"]27TEST1_EXPECTED_SERVER_OUTPUTS = ["server started on 127.0.0.1 at port " + TEST1_SERVER_PORT,28                                 CLIENT1 + " registered from host 127.0.0.1 port "29                                 ]30TEST1_EXPECTED_CLIENT_OUTPUTS = ["connected to server and registered " + CLIENT1,31                                 "terminating client..."32                                 ]33# constants for test234TEST2_SERVER_PORT = str(random.randrange(6600, 9000))35TEST2_COMMANDS = ["python3 server.py -p " + TEST2_SERVER_PORT,36                  "python3 client.py -s 127.0.0.1 -p " + TEST2_SERVER_PORT + " -n " + CLIENT1,37                  "python3 client.py -s 127.0.0.1 -p " + TEST2_SERVER_PORT + " -n " + CLIENT238                  ]39TEST2_SERVER_INPUTS = []40TEST2_CLIENT1_INPUTS = []41TEST2_CLIENT2_INPUTS = []42TEST2_EXPECTED_SERVER_OUTPUTS = ["server started on 127.0.0.1 at port " + TEST2_SERVER_PORT,43                                 CLIENT1 + " registered from host 127.0.0.1 port ",44                                 CLIENT2 + " registered from host 127.0.0.1 port "45                                 ]46TEST2_EXPECTED_CLIENT1_OUTPUTS = ["connected to server and registered " + CLIENT147                                 ]48TEST2_EXPECTED_CLIENT2_OUTPUTS = ["connected to server and registered " + CLIENT249                                 ]50# constants for test351TEST3_SERVER_PORT = str(random.randrange(6600, 9000))52TEST3_COMMANDS = ["python3 server.py -p " + TEST3_SERVER_PORT,53                  "python3 client.py -s 127.0.0.1 -p " + TEST3_SERVER_PORT + " -n " + CLIENT1,54                  "python3 client.py -s 127.0.0.1 -p " + TEST3_SERVER_PORT + " -n " + CLIENT255                  ]56TEST3_SERVER_INPUTS = []57TEST3_CLIENT1_INPUTS = ["sendto " + CLIENT2 + " " + MESSAGE1,58                        "sendto " + UNKNOWNCLIENT + " " + MESSAGE259                        ]60TEST3_CLIENT2_INPUTS = []61TEST3_EXPECTED_SERVER_OUTPUTS = ["server started on 127.0.0.1 at port " + TEST3_SERVER_PORT,62                                 CLIENT1 + " registered from host 127.0.0.1 port ",63                                 CLIENT2 + " registered from host 127.0.0.1 port ",64                                 CLIENT1 + " to " + CLIENT2 + ": " + MESSAGE1,65                                 CLIENT1 + " to " + UNKNOWNCLIENT + ": " + MESSAGE2,66                                 UNKNOWNCLIENT + " is not registered with server"67                                 ]68TEST3_EXPECTED_CLIENT1_OUTPUTS = ["connected to server and registered " + CLIENT169                                 ]70TEST3_EXPECTED_CLIENT2_OUTPUTS = ["connected to server and registered " + CLIENT2,71                                 CLIENT1 + ": " + MESSAGE172                                 ]73# constants for test474TEST4_SERVER1_PORT = str(random.randrange(6600, 9000))75TEST4_SERVER2_PORT = str(random.randrange(6600, 9000))76TEST4_SERVER1_OVERLAY_PORT = str(random.randrange(6600, 9000))77TEST4_SERVER2_OVERLAY_PORT = str(random.randrange(6600, 9000))78TEST4_COMMANDS = ["python3 server.py -p " + TEST4_SERVER1_PORT + " -o " + TEST4_SERVER1_OVERLAY_PORT,79                  "python3 server.py -p " + TEST4_SERVER2_PORT + " -s 127.0.0.1 -t " + TEST4_SERVER1_OVERLAY_PORT + " -o " + TEST4_SERVER2_OVERLAY_PORT,80                  "python3 client.py -s 127.0.0.1 -p " + TEST4_SERVER1_PORT + " -n " + CLIENT1,81                  "python3 client.py -s 127.0.0.1 -p " + TEST4_SERVER2_PORT + " -n " + CLIENT282                  ]83TEST4_SERVER1_INPUTS = []84TEST4_SERVER2_INPUTS = []85TEST4_CLIENT1_INPUTS = ["sendto " + CLIENT2 + " " + MESSAGE186                        ]87TEST4_CLIENT2_INPUTS = []88TEST4_EXPECTED_SERVER1_OUTPUTS = ["server started on 127.0.0.1 at port " + TEST4_SERVER1_PORT,89                                  "server overlay started at port " + TEST4_SERVER1_OVERLAY_PORT,90                                  "server overlay connection from host 127.0.0.1 port ",91                                 CLIENT1 + " registered from host 127.0.0.1 port ",92                                 CLIENT1 + " to " + CLIENT2 + ": " + MESSAGE1,93                                 CLIENT2 + " is not registered with server",94                                 "Sending message to overlay server: " + CLIENT1 + " to " + CLIENT2 + ": " + MESSAGE195                                 ]96TEST4_EXPECTED_SERVER2_OUTPUTS = ["server started on 127.0.0.1 at port " + TEST4_SERVER2_PORT,97                                  "server overlay started at port " + TEST4_SERVER2_OVERLAY_PORT,98                                  "connected to overlay server at 127.0.0.1 port " + TEST4_SERVER1_OVERLAY_PORT,99                                 CLIENT2 + " registered from host 127.0.0.1 port ",100                                 "Received from overlay server: " + CLIENT1 + " to " + CLIENT2 + ": " + MESSAGE1101                                 ]102TEST4_EXPECTED_CLIENT1_OUTPUTS = ["connected to server and registered " + CLIENT1103                                 ]104TEST4_EXPECTED_CLIENT2_OUTPUTS = ["connected to server and registered " + CLIENT2,105                                 CLIENT1 + ": " + MESSAGE1106                                 ]107# constants for test5108TEST5_SERVER1_PORT = str(random.randrange(6600, 9000))109TEST5_SERVER2_PORT = str(random.randrange(6600, 9000))110TEST5_SERVER1_OVERLAY_PORT = str(random.randrange(6600, 9000))111TEST5_SERVER2_OVERLAY_PORT = str(random.randrange(6600, 9000))112TEST5_COMMANDS = ["python3 server.py -p " + TEST5_SERVER1_PORT + " -o " + TEST5_SERVER1_OVERLAY_PORT,113                  "python3 server.py -p " + TEST5_SERVER2_PORT + " -s 127.0.0.1 -t " + TEST5_SERVER1_OVERLAY_PORT + " -o " + TEST5_SERVER2_OVERLAY_PORT,114                  "python3 client.py -s 127.0.0.1 -p " + TEST5_SERVER1_PORT + " -n " + CLIENT1,115                  "python3 client.py -s 127.0.0.1 -p " + TEST5_SERVER2_PORT + " -n " + CLIENT2116                  ]117TEST5_SERVER1_INPUTS = []118TEST5_SERVER2_INPUTS = []119TEST5_CLIENT1_INPUTS = ["sendto " + CLIENT2 + " " + MESSAGE1120                        ]121TEST5_CLIENT2_INPUTS = ["sendto " + CLIENT1 + " " + MESSAGE2122                        ]123TEST5_EXPECTED_SERVER1_OUTPUTS = ["server started on 127.0.0.1 at port " + TEST5_SERVER1_PORT,124                                  "server overlay started at port " + TEST5_SERVER1_OVERLAY_PORT,125                                  "server overlay connection from host 127.0.0.1 port ",126                                 CLIENT1 + " registered from host 127.0.0.1 port ",127                                 CLIENT1 + " to " + CLIENT2 + ": " + MESSAGE1,128                                 CLIENT2 + " is not registered with server",129                                 "Sending message to overlay server: " + CLIENT1 + " to " + CLIENT2 + ": " + MESSAGE1,130                                 "Received from overlay server: " + CLIENT2 + " to " + CLIENT1 + ": " + MESSAGE2131                                 ]132TEST5_EXPECTED_SERVER2_OUTPUTS = ["server started on 127.0.0.1 at port " + TEST5_SERVER2_PORT,133                                  "server overlay started at port " + TEST5_SERVER2_OVERLAY_PORT,134                                  "connected to overlay server at 127.0.0.1 port " + TEST5_SERVER1_OVERLAY_PORT,135                                 CLIENT2 + " registered from host 127.0.0.1 port ",136                                 "Received from overlay server: " + CLIENT1 + " to " + CLIENT2 + ": " + MESSAGE1,137                                 CLIENT2 + " to " + CLIENT1 + ": " + MESSAGE2,138                                 CLIENT1 + " is not registered with server",139                                 "Sending message to overlay server: " + CLIENT2 + " to " + CLIENT1 + ": " + MESSAGE2140                                 ]141TEST5_EXPECTED_CLIENT1_OUTPUTS = ["connected to server and registered " + CLIENT1,142                                  CLIENT2 + ": " + MESSAGE2143                                 ]144TEST5_EXPECTED_CLIENT2_OUTPUTS = ["connected to server and registered " + CLIENT2,145                                 CLIENT1 + ": " + MESSAGE1146                                 ]147TEST_COMMANDS = [TEST1_COMMANDS, TEST2_COMMANDS, TEST3_COMMANDS, TEST4_COMMANDS, TEST5_COMMANDS]148TEST_INPUTS = [[TEST1_SERVER_INPUTS, TEST1_CLIENT_INPUTS],149               [TEST2_SERVER_INPUTS, TEST2_CLIENT1_INPUTS, TEST2_CLIENT2_INPUTS],150               [TEST3_SERVER_INPUTS, TEST3_CLIENT1_INPUTS, TEST3_CLIENT2_INPUTS],151               [TEST4_SERVER1_INPUTS,TEST4_SERVER2_INPUTS, TEST4_CLIENT1_INPUTS, TEST4_CLIENT2_INPUTS],152               [TEST5_SERVER1_INPUTS,TEST5_SERVER2_INPUTS, TEST5_CLIENT1_INPUTS, TEST5_CLIENT2_INPUTS]153               ]154EXPECTED_OUTPUTS = [[TEST1_EXPECTED_SERVER_OUTPUTS, TEST1_EXPECTED_CLIENT_OUTPUTS],155                    [TEST2_EXPECTED_SERVER_OUTPUTS, TEST2_EXPECTED_CLIENT1_OUTPUTS, TEST2_EXPECTED_CLIENT2_OUTPUTS],156                    [TEST3_EXPECTED_SERVER_OUTPUTS, TEST3_EXPECTED_CLIENT1_OUTPUTS, TEST3_EXPECTED_CLIENT2_OUTPUTS],157                    [TEST4_EXPECTED_SERVER1_OUTPUTS, TEST4_EXPECTED_SERVER2_OUTPUTS, TEST4_EXPECTED_CLIENT1_OUTPUTS, TEST4_EXPECTED_CLIENT2_OUTPUTS],158                    [TEST5_EXPECTED_SERVER1_OUTPUTS, TEST5_EXPECTED_SERVER2_OUTPUTS, TEST5_EXPECTED_CLIENT1_OUTPUTS, TEST5_EXPECTED_CLIENT2_OUTPUTS]159                    ]160class TimeoutException(Exception):161    def __init__(self):162        super().__init__()163def handler(signum, frame):164    raise TimeoutException()165def run_process(process):166    signal.signal(signal.SIGALRM, handler)167    try:168        signal.alarm(TIME_INTERVAL)  # timeout after TIME_INTERVAL (in seconds)169        process.wait()170    except TimeoutException:171        pass172    finally:173        signal.alarm(0)174def create_processes(commands, processes):175    for cmd in commands:176        process = Popen(cmd, stdin=PIPE, stdout=PIPE, stderr=PIPE, shell=True)177        processes.append(process)178        run_process(process)179def run_processes(processes):180    for process in processes:181        run_process(process)182def write_to_console(processes, inputs):183    for i in range(len(processes)):184        for line in inputs[i]:185            line += "\n"186            processes[i].stdin.write(line.encode("utf-8"))187            processes[i].stdin.flush()188        run_process(processes[i])189def check_console_messages(processes, outputs):190    signal.signal(signal.SIGALRM, handler)191    for i in range(len(processes)):192        counter = 0193        try:194            signal.alarm(TIME_INTERVAL)  # timeout after TIME_INTERVAL (in seconds)195            processes[i].stdout.flush()196            for line in processes[i].stdout:197                line = line.decode("utf-8").strip()198                if not (line.isspace() or line == ""):199                    testcase.assertIn(outputs[i][counter], line)200                    counter += 1201        except TimeoutException:202            # make sure that all expected lines are present203            testcase.assertEqual(counter, len(outputs[i]))204            pass205        finally:206            signal.alarm(0)207def kill_processes(processes):208    for process in processes:209        process.kill()210def cleanup():211    create_processes(CLEANUP_COMMANDS, [])212def check_results_and_cleanup(processes, outputs, identifier):213    try:214        check_console_messages(processes, outputs)215        print(identifier + " PASSED. CONGRATS!")216        return 20217    except AssertionError as e:218        errorMsg = str(e)219        if "!=" in errorMsg:220            logging.error(identifier + " FAILED: Missing console statements: " + str(e))221        else:222            logging.error(identifier + " FAILED: " + str(e))223        print(identifier + " FAILED.")224        return 0225    finally:226        kill_processes(processes)227        cleanup()228def run_tests():229    points = 0230    for i in range(len(TEST_COMMANDS)):231        processes = []232        create_processes(TEST_COMMANDS[i], processes)233        write_to_console(processes, TEST_INPUTS[i])234        run_processes(processes)235        points += check_results_and_cleanup(processes, EXPECTED_OUTPUTS[i], "TEST" + str(i+1))236    return points237if __name__ == "__main__":...

test_unittest.py

Source:test_unittest.py

1#!/usr/bin/python2#3# Copyright 2008 Google Inc. All Rights Reserved.4"""Tests for test."""5import unittest, sys, os6import common7from autotest_lib.cli import cli_mock, topic_common, test8from autotest_lib.client.common_lib import control_data9CLIENT = control_data.CONTROL_TYPE_NAMES.CLIENT10SERVER = control_data.CONTROL_TYPE_NAMES.SERVER11class test_list_unittest(cli_mock.cli_unittest):12    values = [{u'description': u'unknown',13               u'test_type': CLIENT,14               u'test_class': u'Canned Test Sets',15               u'path': u'client/tests/test0/control',16               u'synch_type': u'Asynchronous',17               u'id': 138,18               u'name': u'test0',19               u'experimental': False},20              {u'description': u'unknown',21               u'test_type': SERVER,22               u'test_class': u'Kernel',23               u'path': u'server/tests/test1/control',24               u'synch_type': u'Asynchronous',25               u'id': 139,26               u'name': u'test1',27               u'experimental': False},28              {u'description': u'unknown',29               u'test_type': CLIENT,30               u'test_class': u'Canned Test Sets',31               u'path': u'client/tests/test2/control.readprofile',32               u'synch_type': u'Asynchronous',33               u'id': 140,34               u'name': u'test2',35               u'experimental': False},36              {u'description': u'unknown',37               u'test_type': SERVER,38               u'test_class': u'Canned Test Sets',39               u'path': u'server/tests/test3/control',40               u'synch_type': u'Asynchronous',41               u'id': 142,42               u'name': u'test3',43               u'experimental': False},44              {u'description': u'Random stuff to check that things are ok',45               u'test_type': CLIENT,46               u'test_class': u'Hardware',47               u'path': u'client/tests/test4/control.export',48               u'synch_type': u'Asynchronous',49               u'id': 143,50               u'name': u'test4',51               u'experimental': True}]52    def test_test_list_tests_default(self):53        self.run_cmd(argv=['atest', 'test', 'list'],54                     rpcs=[('get_tests', {'experimental': False},55                            True, self.values)],56                     out_words_ok=['test0', 'test1', 'test2',57                                   'test3', 'test4'],58                     out_words_no=['Random', 'control.export'])59    def test_test_list_tests_all(self):60        self.run_cmd(argv=['atest', 'test', 'list', '--all'],61                     rpcs=[('get_tests', {},62                            True, self.values)],63                     out_words_ok=['test0', 'test1', 'test2',64                                   'test3', 'test4'],65                     out_words_no=['Random', 'control.export'])66    def test_test_list_tests_exp(self):67        self.run_cmd(argv=['atest', 'test', 'list', '--experimental'],68                     rpcs=[('get_tests', {'experimental': True},69                            True,70                            [{u'description': u'Random stuff',71                              u'test_type': CLIENT,72                              u'test_class': u'Hardware',73                              u'path': u'client/tests/test4/control.export',74                              u'synch_type': u'Asynchronous',75                              u'id': 143,76                              u'name': u'test4',77                              u'experimental': True}])],78                     out_words_ok=['test4'],79                     out_words_no=['Random', 'control.export'])80    def test_test_list_tests_select_one(self):81        filtered = [val for val in self.values if val['name'] in ['test3']]82        self.run_cmd(argv=['atest', 'test', 'list', 'test3'],83                     rpcs=[('get_tests', {'name__in': ['test3'],84                                          'experimental': False},85                            True, filtered)],86                     out_words_ok=['test3'],87                     out_words_no=['test0', 'test1', 'test2', 'test4',88                                   'unknown'])89    def test_test_list_tests_select_two(self):90        filtered = [val for val in self.values91                    if val['name'] in ['test3', 'test1']]92        self.run_cmd(argv=['atest', 'test', 'list', 'test3,test1'],93                     rpcs=[('get_tests', {'name__in': ['test1', 'test3'],94                                          'experimental': False},95                            True, filtered)],96                     out_words_ok=['test3', 'test1', SERVER],97                     out_words_no=['test0', 'test2', 'test4',98                                   'unknown', CLIENT])99    def test_test_list_tests_select_two_space(self):100        filtered = [val for val in self.values101                    if val['name'] in ['test3', 'test1']]102        self.run_cmd(argv=['atest', 'test', 'list', 'test3', 'test1'],103                     rpcs=[('get_tests', {'name__in': ['test1', 'test3'],104                                          'experimental': False},105                            True, filtered)],106                     out_words_ok=['test3', 'test1', SERVER],107                     out_words_no=['test0', 'test2', 'test4',108                                   'unknown', CLIENT])109    def test_test_list_tests_all_verbose(self):110        self.run_cmd(argv=['atest', 'test', 'list', '-v'],111                     rpcs=[('get_tests', {'experimental': False},112                            True, self.values)],113                     out_words_ok=['test0', 'test1', 'test2',114                                   'test3', 'test4', 'client/tests',115                                   'server/tests'],116                     out_words_no=['Random'])117    def test_test_list_tests_all_desc(self):118        self.run_cmd(argv=['atest', 'test', 'list', '-d'],119                     rpcs=[('get_tests', {'experimental': False},120                            True, self.values)],121                     out_words_ok=['test0', 'test1', 'test2',122                                   'test3', 'test4', 'unknown', 'Random'],123                     out_words_no=['client/tests', 'server/tests'])124    def test_test_list_tests_all_desc_verbose(self):125        self.run_cmd(argv=['atest', 'test', 'list', '-d', '-v'],126                     rpcs=[('get_tests', {'experimental': False},127                            True, self.values)],128                     out_words_ok=['test0', 'test1', 'test2',129                                   'test3', 'test4', 'client/tests',130                                   'server/tests', 'unknown', 'Random' ])131if __name__ == '__main__':...

test_command_remove_dup.py

Source:test_command_remove_dup.py

1import shutil2import time3import os4import pytest5from tests.utils import remove_file6from sqlalchemy import and_7from photomanager.lib.pmconst import PM_TODO_LIST, PMDBNAME8from photomanager.commands.index import CommandIndex 9from photomanager.commands.remove_dup import CommandRemoveDuplicate10from photomanager.db.dbutils import get_db_session11from photomanager.controller.controller_file_dup import RemoveDupFilesDoer12from photomanager.lib import errors13from photomanager.db.models import ImageMeta14cmd_inx_test_root = 'tests/data'15default_backup_dir = cmd_inx_test_root + "/../photomanager_backup"16class TestRemoveDup(object):17    db_session = None18    @staticmethod19    def _clear():20        shutil.rmtree(default_backup_dir, ignore_errors=True)21        remove_file(cmd_inx_test_root + '/' + PM_TODO_LIST)22        remove_file(cmd_inx_test_root + '/' + "test_new.jpg")23    @staticmethod24    def _copy_dup_files():25        shutil.copy(f"{cmd_inx_test_root}/test4.jpg", f"{cmd_inx_test_root}/test4_dup.jpg")26        shutil.copy(f"{cmd_inx_test_root}/test4.jpg", f"{cmd_inx_test_root}/subdir/test4_dup.jpg")27        time.sleep(0.5)28    @staticmethod29    def _do_index():30        command_index = CommandIndex(cmd_inx_test_root, {})31        cnt = command_index.do()32    @classmethod33    def setup_class(cls):34        cls._copy_dup_files()35        cls._do_index()36    @classmethod37    def teardown_class(cls):38        cls._clear()39        remove_file(cmd_inx_test_root + '/' + PMDBNAME)40    def setup_method(self):41        self._clear()42    def teardown_method(self):43        self._clear()44    def test_list_dup(self):45        cmd_dup = CommandRemoveDuplicate(cmd_inx_test_root, {})46        dup_list = cmd_dup._list_duplicate()47        expect_data = {48         '4a298b2c1e0b9d02550d8f3a32b5b2d3':  [('', 'test4.jpg'), ('', 'test4_dup.jpg'), ('subdir', 'test4_dup.jpg')]49        }50        assert(dup_list == expect_data)51    def test_remove_dups_error(self):52        dup_files = [('', 'test4.jpg'), ('', 'test4_dup.jpg'), ('subdir', 'test4_dup.jpg')]53        db_session = get_db_session(cmd_inx_test_root + '/' + PMDBNAME)54        remove_dup_ctr = RemoveDupFilesDoer(cmd_inx_test_root, db_session, dup_files)55        with pytest.raises(errors.RemoveImageIndexOutofRangeError) as exc_info:56            remove_dup_ctr.delete([-1])57        assert exc_info.value.error_code == 4000158        with pytest.raises(errors.RemoveImageCannotRemoveAllError) as exc_info:59            remove_dup_ctr.delete([0, 1, 2])60        assert exc_info.value.error_code == 4000261    def test_remove_dups(self):62        dup_files = [('', 'test4.jpg'), ('', 'test4_dup.jpg'), ('subdir', 'test4_dup.jpg')]63        db_session = get_db_session(cmd_inx_test_root + '/' + PMDBNAME)64        remove_dup_ctr = RemoveDupFilesDoer(cmd_inx_test_root, db_session, dup_files)65        cnt = remove_dup_ctr.delete([1,2])66        assert(cnt == 2)67        assert (os.path.exists(default_backup_dir + "/subdir/test4_dup.jpg"))68        assert (not os.path.exists(cmd_inx_test_root + "/subdir/test4_dup.jpg"))69        assert (not os.path.exists(cmd_inx_test_root + "/test4_dup.jpg"))70        assert (os.path.exists(cmd_inx_test_root + "/test4.jpg"))71        imgs = db_session.query(ImageMeta).filter(72            and_(ImageMeta.folder == "subdir", ImageMeta.filename == "tset4_dup.jpg")).all()...

suggestions.py

Source:suggestions.py

1import pandas as pd 2import warnings3warnings.simplefilter("ignore")  4# Get the data 5column_names = ['user_id', 'item_id', 'rating', 'timestamp'] 6  7path = 'https://media.geeksforgeeks.org/wp-content/uploads/file.tsv'8  9df = pd.read_csv(path, sep='\t', names=column_names) 10  11# Check the head of the data 12print(df.head())13print()14# Check out all the movies and their respective IDs 15movie_titles = pd.read_csv('https://media.geeksforgeeks.org/wp-content/uploads/Movie_Id_Titles.csv') 16movie_titles.head() 17df = pd.merge(df, movie_titles, on='item_id') 18print(df.head())19print() 20print(df.describe())21ratings = pd.DataFrame(df.groupby('title')['rating'].mean())22print(ratings.head())23print()24ratings = ratings.sort_values('rating', ascending = False)25print(ratings.head())26print()27test1 = df[df["user_id"] == 0]28test3 = test1[test1["rating"] == 5]29test4 = test3["title"][0][:100]30print(test4 + "\n")31#print(test5 + "\n")32print(test3)33#print(test5)34movie_matrix = df.pivot_table(index='user_id', columns='title', values='rating')35movie_matrix.head()36test4_user_rating = movie_matrix[test4]37similar_to_test4=movie_matrix.corrwith(test4_user_rating)38print(similar_to_test4.head())39print()40corr_test4 = pd.DataFrame(similar_to_test4, columns=['correlation'])41corr_test4.dropna(inplace=True)42print(corr_test4.head())43print()44print("Hello")45for i in corr_test4:46    for j in corr_test4:47        print(corr_test4[i][j])...

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