From f9c885f13a1d9186c76ee426aa9d9f38f76f89d7 Mon Sep 17 00:00:00 2001
From: Pedro Bernardo <pedromb2004@hotmail.com>
Date: Sun, 17 Dec 2017 11:23:10 -0800
Subject: [PATCH 1/3] Removed gradle files

---
 build.gradle                             |  33 -----
 gradle/wrapper/gradle-wrapper.jar        | Bin 53636 -> 0 bytes
 gradle/wrapper/gradle-wrapper.properties |   6 -
 gradlew                                  | 160 -----------------------
 gradlew.bat                              |  90 -------------
 5 files changed, 289 deletions(-)
 delete mode 100644 build.gradle
 delete mode 100644 gradle/wrapper/gradle-wrapper.jar
 delete mode 100644 gradle/wrapper/gradle-wrapper.properties
 delete mode 100755 gradlew
 delete mode 100755 gradlew.bat

diff --git a/build.gradle b/build.gradle
deleted file mode 100644
index 3aa9e64f..00000000
--- a/build.gradle
+++ /dev/null
@@ -1,33 +0,0 @@
-group 'jameslee'
-version '1.0-SNAPSHOT'
-
-apply plugin: 'scala'
-apply plugin: 'idea'
-apply plugin: 'eclipse'
-
-repositories {
-    mavenCentral()
-}
-
-dependencies {
-    compile group: 'org.apache.spark', name: 'spark-core_2.10', version: '2.1.0'
-    compile group: 'org.apache.spark', name: 'spark-sql_2.10', version: '2.1.0'
-    compile group: 'org.scala-lang', name: 'scala-library', version: '2.10.6'
-}
-
-
-jar {
-    zip64 true
-    archiveName = "StackOverFlowSurvey-spark.jar"
-    from {
-        configurations.compile.collect {
-            it.isDirectory() ? it : zipTree(it)
-        }
-    }
-    manifest {
-        attributes 'Main-Class': 'com.sparkTutorial.sparkSql.StackOverFlowSurvey'
-    }
-
-    exclude 'META-INF/*.RSA', 'META-INF/*.SF','META-INF/*.DSA'
-
-}
diff --git a/gradle/wrapper/gradle-wrapper.jar b/gradle/wrapper/gradle-wrapper.jar
deleted file mode 100644
index 941144813d241db74e1bf25b6804c679fbe7f0a3..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/gradle/wrapper/gradle-wrapper.properties b/gradle/wrapper/gradle-wrapper.properties
deleted file mode 100644
index 0753a920..00000000
--- a/gradle/wrapper/gradle-wrapper.properties
+++ /dev/null
@@ -1,6 +0,0 @@
-#Tue Oct 25 21:49:41 BST 2016
-distributionBase=GRADLE_USER_HOME
-distributionPath=wrapper/dists
-zipStoreBase=GRADLE_USER_HOME
-zipStorePath=wrapper/dists
-distributionUrl=https\://services.gradle.org/distributions/gradle-3.2.1-bin.zip
diff --git a/gradlew b/gradlew
deleted file mode 100755
index 9d82f789..00000000
--- a/gradlew
+++ /dev/null
@@ -1,160 +0,0 @@
-#!/usr/bin/env bash
-
-##############################################################################
-##
-##  Gradle start up script for UN*X
-##
-##############################################################################
-
-# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
-DEFAULT_JVM_OPTS=""
-
-APP_NAME="Gradle"
-APP_BASE_NAME=`basename "$0"`
-
-# Use the maximum available, or set MAX_FD != -1 to use that value.
-MAX_FD="maximum"
-
-warn ( ) {
-    echo "$*"
-}
-
-die ( ) {
-    echo
-    echo "$*"
-    echo
-    exit 1
-}
-
-# OS specific support (must be 'true' or 'false').
-cygwin=false
-msys=false
-darwin=false
-case "`uname`" in
-  CYGWIN* )
-    cygwin=true
-    ;;
-  Darwin* )
-    darwin=true
-    ;;
-  MINGW* )
-    msys=true
-    ;;
-esac
-
-# Attempt to set APP_HOME
-# Resolve links: $0 may be a link
-PRG="$0"
-# Need this for relative symlinks.
-while [ -h "$PRG" ] ; do
-    ls=`ls -ld "$PRG"`
-    link=`expr "$ls" : '.*-> \(.*\)$'`
-    if expr "$link" : '/.*' > /dev/null; then
-        PRG="$link"
-    else
-        PRG=`dirname "$PRG"`"/$link"
-    fi
-done
-SAVED="`pwd`"
-cd "`dirname \"$PRG\"`/" >/dev/null
-APP_HOME="`pwd -P`"
-cd "$SAVED" >/dev/null
-
-CLASSPATH=$APP_HOME/gradle/wrapper/gradle-wrapper.jar
-
-# Determine the Java command to use to start the JVM.
-if [ -n "$JAVA_HOME" ] ; then
-    if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
-        # IBM's JDK on AIX uses strange locations for the executables
-        JAVACMD="$JAVA_HOME/jre/sh/java"
-    else
-        JAVACMD="$JAVA_HOME/bin/java"
-    fi
-    if [ ! -x "$JAVACMD" ] ; then
-        die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME
-
-Please set the JAVA_HOME variable in your environment to match the
-location of your Java installation."
-    fi
-else
-    JAVACMD="java"
-    which java >/dev/null 2>&1 || die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
-
-Please set the JAVA_HOME variable in your environment to match the
-location of your Java installation."
-fi
-
-# Increase the maximum file descriptors if we can.
-if [ "$cygwin" = "false" -a "$darwin" = "false" ] ; then
-    MAX_FD_LIMIT=`ulimit -H -n`
-    if [ $? -eq 0 ] ; then
-        if [ "$MAX_FD" = "maximum" -o "$MAX_FD" = "max" ] ; then
-            MAX_FD="$MAX_FD_LIMIT"
-        fi
-        ulimit -n $MAX_FD
-        if [ $? -ne 0 ] ; then
-            warn "Could not set maximum file descriptor limit: $MAX_FD"
-        fi
-    else
-        warn "Could not query maximum file descriptor limit: $MAX_FD_LIMIT"
-    fi
-fi
-
-# For Darwin, add options to specify how the application appears in the dock
-if $darwin; then
-    GRADLE_OPTS="$GRADLE_OPTS \"-Xdock:name=$APP_NAME\" \"-Xdock:icon=$APP_HOME/media/gradle.icns\""
-fi
-
-# For Cygwin, switch paths to Windows format before running java
-if $cygwin ; then
-    APP_HOME=`cygpath --path --mixed "$APP_HOME"`
-    CLASSPATH=`cygpath --path --mixed "$CLASSPATH"`
-    JAVACMD=`cygpath --unix "$JAVACMD"`
-
-    # We build the pattern for arguments to be converted via cygpath
-    ROOTDIRSRAW=`find -L / -maxdepth 1 -mindepth 1 -type d 2>/dev/null`
-    SEP=""
-    for dir in $ROOTDIRSRAW ; do
-        ROOTDIRS="$ROOTDIRS$SEP$dir"
-        SEP="|"
-    done
-    OURCYGPATTERN="(^($ROOTDIRS))"
-    # Add a user-defined pattern to the cygpath arguments
-    if [ "$GRADLE_CYGPATTERN" != "" ] ; then
-        OURCYGPATTERN="$OURCYGPATTERN|($GRADLE_CYGPATTERN)"
-    fi
-    # Now convert the arguments - kludge to limit ourselves to /bin/sh
-    i=0
-    for arg in "$@" ; do
-        CHECK=`echo "$arg"|egrep -c "$OURCYGPATTERN" -`
-        CHECK2=`echo "$arg"|egrep -c "^-"`                                 ### Determine if an option
-
-        if [ $CHECK -ne 0 ] && [ $CHECK2 -eq 0 ] ; then                    ### Added a condition
-            eval `echo args$i`=`cygpath --path --ignore --mixed "$arg"`
-        else
-            eval `echo args$i`="\"$arg\""
-        fi
-        i=$((i+1))
-    done
-    case $i in
-        (0) set -- ;;
-        (1) set -- "$args0" ;;
-        (2) set -- "$args0" "$args1" ;;
-        (3) set -- "$args0" "$args1" "$args2" ;;
-        (4) set -- "$args0" "$args1" "$args2" "$args3" ;;
-        (5) set -- "$args0" "$args1" "$args2" "$args3" "$args4" ;;
-        (6) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" ;;
-        (7) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" ;;
-        (8) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" ;;
-        (9) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" "$args8" ;;
-    esac
-fi
-
-# Split up the JVM_OPTS And GRADLE_OPTS values into an array, following the shell quoting and substitution rules
-function splitJvmOpts() {
-    JVM_OPTS=("$@")
-}
-eval splitJvmOpts $DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS
-JVM_OPTS[${#JVM_OPTS[*]}]="-Dorg.gradle.appname=$APP_BASE_NAME"
-
-exec "$JAVACMD" "${JVM_OPTS[@]}" -classpath "$CLASSPATH" org.gradle.wrapper.GradleWrapperMain "$@"
diff --git a/gradlew.bat b/gradlew.bat
deleted file mode 100755
index aec99730..00000000
--- a/gradlew.bat
+++ /dev/null
@@ -1,90 +0,0 @@
-@if "%DEBUG%" == "" @echo off
-@rem ##########################################################################
-@rem
-@rem  Gradle startup script for Windows
-@rem
-@rem ##########################################################################
-
-@rem Set local scope for the variables with windows NT shell
-if "%OS%"=="Windows_NT" setlocal
-
-@rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
-set DEFAULT_JVM_OPTS=
-
-set DIRNAME=%~dp0
-if "%DIRNAME%" == "" set DIRNAME=.
-set APP_BASE_NAME=%~n0
-set APP_HOME=%DIRNAME%
-
-@rem Find java.exe
-if defined JAVA_HOME goto findJavaFromJavaHome
-
-set JAVA_EXE=java.exe
-%JAVA_EXE% -version >NUL 2>&1
-if "%ERRORLEVEL%" == "0" goto init
-
-echo.
-echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
-echo.
-echo Please set the JAVA_HOME variable in your environment to match the
-echo location of your Java installation.
-
-goto fail
-
-:findJavaFromJavaHome
-set JAVA_HOME=%JAVA_HOME:"=%
-set JAVA_EXE=%JAVA_HOME%/bin/java.exe
-
-if exist "%JAVA_EXE%" goto init
-
-echo.
-echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME%
-echo.
-echo Please set the JAVA_HOME variable in your environment to match the
-echo location of your Java installation.
-
-goto fail
-
-:init
-@rem Get command-line arguments, handling Windowz variants
-
-if not "%OS%" == "Windows_NT" goto win9xME_args
-if "%@eval[2+2]" == "4" goto 4NT_args
-
-:win9xME_args
-@rem Slurp the command line arguments.
-set CMD_LINE_ARGS=
-set _SKIP=2
-
-:win9xME_args_slurp
-if "x%~1" == "x" goto execute
-
-set CMD_LINE_ARGS=%*
-goto execute
-
-:4NT_args
-@rem Get arguments from the 4NT Shell from JP Software
-set CMD_LINE_ARGS=%$
-
-:execute
-@rem Setup the command line
-
-set CLASSPATH=%APP_HOME%\gradle\wrapper\gradle-wrapper.jar
-
-@rem Execute Gradle
-"%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" org.gradle.wrapper.GradleWrapperMain %CMD_LINE_ARGS%
-
-:end
-@rem End local scope for the variables with windows NT shell
-if "%ERRORLEVEL%"=="0" goto mainEnd
-
-:fail
-rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of
-rem the _cmd.exe /c_ return code!
-if  not "" == "%GRADLE_EXIT_CONSOLE%" exit 1
-exit /b 1
-
-:mainEnd
-if "%OS%"=="Windows_NT" endlocal
-
-:omega

From a6dc078dfd3ca12df8f9de7a69ab9348cfcf9109 Mon Sep 17 00:00:00 2001
From: Pedro Bernardo <pedromb2004@hotmail.com>
Date: Sun, 17 Dec 2017 11:24:21 -0800
Subject: [PATCH 2/3] Changed SortedWordCountSolution.py to use the sortBy
 operation

---
 pairRdd/sort/SortedWordCountSolution.py | 18 ++++++++----------
 1 file changed, 8 insertions(+), 10 deletions(-)

diff --git a/pairRdd/sort/SortedWordCountSolution.py b/pairRdd/sort/SortedWordCountSolution.py
index 398c57ae..31d137c4 100644
--- a/pairRdd/sort/SortedWordCountSolution.py
+++ b/pairRdd/sort/SortedWordCountSolution.py
@@ -1,20 +1,18 @@
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-
-    sc = SparkContext("local", "wordCounts")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName("wordCounts").setMaster("local[*]")
+    sc = SparkContext(conf = conf)
+    
     lines = sc.textFile("in/word_count.text")
     wordRdd = lines.flatMap(lambda line: line.split(" "))
 
     wordPairRdd = wordRdd.map(lambda word: (word, 1))
     wordToCountPairs = wordPairRdd.reduceByKey(lambda x, y: x + y)
 
-    countToWordParis = wordToCountPairs.map(lambda wordToCount: (wordToCount[1], wordToCount[0]))
-
-    sortedCountToWordParis = countToWordParis.sortByKey(ascending=False)
+    sortedWordCountPairs = wordToCountPairs \
+        .sortBy(lambda wordCount: wordCount[1], ascending=False)
 
-    sortedWordToCountPairs = sortedCountToWordParis.map(lambda countToWord: (countToWord[1], countToWord[0]))
-
-    for word, count in  sortedWordToCountPairs.collect():
+    for word, count in  sortedWordCountPairs.collect():
         print("{} : {}".format(word, count))
+

From 76f5ccebe5bdba2ad051bf212860c4a30a91099e Mon Sep 17 00:00:00 2001
From: Pedro Bernardo <pedromb2004@hotmail.com>
Date: Sun, 17 Dec 2017 11:28:43 -0800
Subject: [PATCH 3/3] Changed scripts to use the conf paramenter on the
 SparkContext constructor & Removed setLogLevel

---
 pairRdd/aggregation/reducebykey/WordCount.py  |  7 +++----
 pairRdd/create/PairRddFromRegularRdd.py       |  7 +++----
 pairRdd/create/PairRddFromTupleList.py        |  7 +++----
 pairRdd/groupbykey/GroupByKeyVsReduceByKey.py | 15 +++++++++------
 pairRdd/join/JoinOperations.py                |  7 +++----
 rdd/WordCount.py                              | 14 +++++++++-----
 rdd/collect/CollectExample.py                 | 13 +++++++++----
 rdd/count/CountExample.py                     |  7 ++++---
 rdd/nasaApacheWebLogs/SameHostsSolution.py    |  5 +++--
 rdd/nasaApacheWebLogs/UnionLogSolutions.py    |  8 +++++---
 rdd/persist/PersistExample.py                 |  9 +++++++--
 rdd/reduce/ReduceExample.py                   |  8 +++++---
 rdd/sumOfNumbers/SumOfNumbersSolution.py      | 15 +++++++++------
 rdd/take/TakeExample.py                       |  9 +++++----
 14 files changed, 77 insertions(+), 54 deletions(-)

diff --git a/pairRdd/aggregation/reducebykey/WordCount.py b/pairRdd/aggregation/reducebykey/WordCount.py
index 3a00f380..2bb4f1c0 100644
--- a/pairRdd/aggregation/reducebykey/WordCount.py
+++ b/pairRdd/aggregation/reducebykey/WordCount.py
@@ -1,9 +1,8 @@
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-
-    sc = SparkContext("local", "wordCounts")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName("wordCounts").setMaster("local[3]")
+    sc = SparkContext(conf = conf)
 
     lines = sc.textFile("in/word_count.text")
     wordRdd = lines.flatMap(lambda line: line.split(" "))
diff --git a/pairRdd/create/PairRddFromRegularRdd.py b/pairRdd/create/PairRddFromRegularRdd.py
index bfd6f187..a699e982 100644
--- a/pairRdd/create/PairRddFromRegularRdd.py
+++ b/pairRdd/create/PairRddFromRegularRdd.py
@@ -1,9 +1,8 @@
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-
-    sc = SparkContext("local", "create")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName("create").setMaster("local")
+    sc = SparkContext(conf = conf)
 
     inputStrings = ["Lily 23", "Jack 29", "Mary 29", "James 8"]
     regularRDDs = sc.parallelize(inputStrings)
diff --git a/pairRdd/create/PairRddFromTupleList.py b/pairRdd/create/PairRddFromTupleList.py
index c728d005..0c72ba06 100644
--- a/pairRdd/create/PairRddFromTupleList.py
+++ b/pairRdd/create/PairRddFromTupleList.py
@@ -1,9 +1,8 @@
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-
-    sc = SparkContext("local", "create")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName("create").setMaster("local")
+    sc = SparkContext(conf = conf)
 
     tuples = [("Lily", 23), ("Jack", 29), ("Mary", 29), ("James", 8)]
     pairRDD = sc.parallelize(tuples)
diff --git a/pairRdd/groupbykey/GroupByKeyVsReduceByKey.py b/pairRdd/groupbykey/GroupByKeyVsReduceByKey.py
index 99eb96df..bbc80f92 100644
--- a/pairRdd/groupbykey/GroupByKeyVsReduceByKey.py
+++ b/pairRdd/groupbykey/GroupByKeyVsReduceByKey.py
@@ -1,18 +1,21 @@
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-
-    sc = SparkContext("local", "GroupByKeyVsReduceByKey")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName('GroupByKeyVsReduceByKey').setMaster("local[*]") 
+    sc = SparkContext(conf = conf)
 
     words = ["one", "two", "two", "three", "three", "three"]
     wordsPairRdd = sc.parallelize(words).map(lambda word: (word, 1))
 
-    wordCountsWithReduceByKey = wordsPairRdd.reduceByKey(lambda x, y: x + y).collect()
+    wordCountsWithReduceByKey = wordsPairRdd \
+        .reduceByKey(lambda x, y: x + y) \
+        .collect()
     print("wordCountsWithReduceByKey: {}".format(list(wordCountsWithReduceByKey)))
 
     wordCountsWithGroupByKey = wordsPairRdd \
         .groupByKey() \
-        .mapValues(lambda intIterable: len(intIterable)) \
+        .mapValues(len) \
         .collect()
     print("wordCountsWithGroupByKey: {}".format(list(wordCountsWithGroupByKey)))
+
+
diff --git a/pairRdd/join/JoinOperations.py b/pairRdd/join/JoinOperations.py
index 250f9007..47f04219 100644
--- a/pairRdd/join/JoinOperations.py
+++ b/pairRdd/join/JoinOperations.py
@@ -1,9 +1,8 @@
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-
-    sc = SparkContext("local", "JoinOperations")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName("JoinOperations").setMaster("local[1]")
+    sc = SparkContext(conf = conf)
     
     ages = sc.parallelize([("Tom", 29), ("John", 22)])
     addresses = sc.parallelize([("James", "USA"), ("John", "UK")])
diff --git a/rdd/WordCount.py b/rdd/WordCount.py
index c95a04f1..ee7d9256 100644
--- a/rdd/WordCount.py
+++ b/rdd/WordCount.py
@@ -1,11 +1,15 @@
-import sys
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-    sc = SparkContext("local", "word count")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName("word count").setMaster("local[3]")
+    sc = SparkContext(conf = conf)
+    
     lines = sc.textFile("in/word_count.text")
+    
     words = lines.flatMap(lambda line: line.split(" "))
+    
     wordCounts = words.countByValue()
+    
     for word, count in wordCounts.items():
-        print(word, count)
+        print("{} : {}".format(word, count))
+
diff --git a/rdd/collect/CollectExample.py b/rdd/collect/CollectExample.py
index fe01119d..832dceaf 100644
--- a/rdd/collect/CollectExample.py
+++ b/rdd/collect/CollectExample.py
@@ -1,10 +1,15 @@
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-    sc = SparkContext("local", "collect")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName("collect").setMaster("local[*]")
+    sc = SparkContext(conf = conf)
+    
     inputWords = ["spark", "hadoop", "spark", "hive", "pig", "cassandra", "hadoop"]
+    
     wordRdd = sc.parallelize(inputWords)
+    
     words = wordRdd.collect()
+    
     for word in words:
-        print(word)
\ No newline at end of file
+        print(word)
+
diff --git a/rdd/count/CountExample.py b/rdd/count/CountExample.py
index 93bbf45e..eb53dbc3 100644
--- a/rdd/count/CountExample.py
+++ b/rdd/count/CountExample.py
@@ -1,8 +1,8 @@
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-    sc = SparkContext("local", "count")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName("count").setMaster("local[*]")
+    sc = SparkContext(conf = conf)
     inputWords = ["spark", "hadoop", "spark", "hive", "pig", "cassandra", "hadoop"]
     wordRdd = sc.parallelize(inputWords)
     print("Count: {}".format(wordRdd.count()))
@@ -10,3 +10,4 @@
     print("CountByValue: ")
     for word, count in worldCountByValue.items():
         print("{} : {}".format(word, count))
+
diff --git a/rdd/nasaApacheWebLogs/SameHostsSolution.py b/rdd/nasaApacheWebLogs/SameHostsSolution.py
index 7081dce9..c1efb27d 100644
--- a/rdd/nasaApacheWebLogs/SameHostsSolution.py
+++ b/rdd/nasaApacheWebLogs/SameHostsSolution.py
@@ -1,7 +1,8 @@
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-    sc = SparkContext("local", "sameHosts")
+    conf = SparkConf().setAppName("sameHosts").setMaster("local[1]")
+    sc = SparkContext(conf = conf)
 
     julyFirstLogs = sc.textFile("in/nasa_19950701.tsv")
     augustFirstLogs = sc.textFile("in/nasa_19950801.tsv")
diff --git a/rdd/nasaApacheWebLogs/UnionLogSolutions.py b/rdd/nasaApacheWebLogs/UnionLogSolutions.py
index c69c0332..790ead42 100644
--- a/rdd/nasaApacheWebLogs/UnionLogSolutions.py
+++ b/rdd/nasaApacheWebLogs/UnionLogSolutions.py
@@ -1,10 +1,11 @@
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 def isNotHeader(line: str):
     return not (line.startswith("host") and "bytes" in line)
 
 if __name__ == "__main__":
-    sc = SparkContext("local", "unionLogs")
+    conf = SparkConf().setAppName("unionLogs").setMaster("local[*]")
+    sc = SparkContext(conf = conf)
 
     julyFirstLogs = sc.textFile("in/nasa_19950701.tsv")
     augustFirstLogs = sc.textFile("in/nasa_19950801.tsv")
@@ -14,4 +15,5 @@ def isNotHeader(line: str):
     cleanLogLines = aggregatedLogLines.filter(isNotHeader)
     sample = cleanLogLines.sample(withReplacement = True, fraction = 0.1)
 
-    sample.saveAsTextFile("out/sample_nasa_logs.csv")
\ No newline at end of file
+    sample.saveAsTextFile("out/sample_nasa_logs.csv")
+
diff --git a/rdd/persist/PersistExample.py b/rdd/persist/PersistExample.py
index 947a6e14..9d522ed2 100644
--- a/rdd/persist/PersistExample.py
+++ b/rdd/persist/PersistExample.py
@@ -1,9 +1,14 @@
-from pyspark import SparkContext, StorageLevel
+from pyspark import SparkContext, SparkConf, StorageLevel
 
 if __name__ == "__main__":
-    sc = SparkContext("local", "persist")
+    conf = SparkConf().setAppName("persist").setMaster("local[*]")
+    sc = SparkContext(conf = conf)
+
     inputIntegers = [1, 2, 3, 4, 5]
     integerRdd = sc.parallelize(inputIntegers)
+    
     integerRdd.persist(StorageLevel.MEMORY_ONLY)
+    
     integerRdd.reduce(lambda x, y: x*y)
+    
     integerRdd.count()
diff --git a/rdd/reduce/ReduceExample.py b/rdd/reduce/ReduceExample.py
index 7eb8392a..49a72831 100644
--- a/rdd/reduce/ReduceExample.py
+++ b/rdd/reduce/ReduceExample.py
@@ -1,9 +1,11 @@
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-    sc = SparkContext("local", "reduce")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName("reduce").setMaster("local[*]")
+    sc = SparkContext(conf = conf)
+   
     inputIntegers = [1, 2, 3, 4, 5]
     integerRdd = sc.parallelize(inputIntegers)
+   
     product = integerRdd.reduce(lambda x, y: x * y)
     print("product is :{}".format(product))
diff --git a/rdd/sumOfNumbers/SumOfNumbersSolution.py b/rdd/sumOfNumbers/SumOfNumbersSolution.py
index b0315c51..437fa4f2 100644
--- a/rdd/sumOfNumbers/SumOfNumbersSolution.py
+++ b/rdd/sumOfNumbers/SumOfNumbersSolution.py
@@ -1,12 +1,15 @@
-import sys
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-    sc = SparkContext("local", "primeNumbers")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName("primeNumbers").setMaster("local[*]")
+    sc = SparkContext(conf = conf)
+    
     lines = sc.textFile("in/prime_nums.text")
     numbers = lines.flatMap(lambda line: line.split("\t"))
+
     validNumbers = numbers.filter(lambda number: number)
+    
     intNumbers = validNumbers.map(lambda number: int(number))
-    print("Sum is: ")
-    print(intNumbers.reduce(lambda x, y: x + y))
+    
+    print("Sum is: {}".format(intNumbers.reduce(lambda x, y: x + y)))
+
diff --git a/rdd/take/TakeExample.py b/rdd/take/TakeExample.py
index fc73a781..b008984a 100644
--- a/rdd/take/TakeExample.py
+++ b/rdd/take/TakeExample.py
@@ -1,11 +1,12 @@
-import sys
-from pyspark import SparkContext
+from pyspark import SparkContext, SparkConf
 
 if __name__ == "__main__":
-    sc = SparkContext("local", "take")
-    sc.setLogLevel("ERROR")
+    conf = SparkConf().setAppName("take").setMaster("local[*]")
+    sc = SparkContext(conf = conf)
+    
     inputWords = ["spark", "hadoop", "spark", "hive", "pig", "cassandra", "hadoop"]
     wordRdd = sc.parallelize(inputWords)
+    
     words = wordRdd.take(3)
     for word in words:
         print(word)

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