Farzad Mahmoodinobar fmnobar

## topicModeling.ipynb

      
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                fmnobar
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              Created
              November 28, 2022 18:27
            
              
                Topic Modeling
              
          
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## sentimentAnalysis.ipynb

      
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                fmnobar
                / sentimentAnalysis.ipynb
            
            
              Created
              November 22, 2022 02:53
            
              
                Sentiment Analysis
              
          
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## imdb_labelled.csv

          
            text
            label

            
              A very, very, very slow-moving, aimless movie about a distressed, drifting young man.  
              0

            
              Not sure who was more lost - the flat characters or the audience, nearly half of whom walked out.  
              0

            
              Attempting artiness with black & white and clever camera angles, the movie disappointed - became even more ridiculous - as the acting was poor and the plot and lines almost non-existent.  
              0

            
              Very little music or anything to speak of.  
              0

            
              The best scene in the movie was when Gerardo is trying to find a song that keeps running through his head.  
              1

            
              The rest of the movie lacks art, charm, meaning... If it's about emptiness, it works I guess because it's empty.  
              0

            
              Wasted two hours.  
              0

            
              Saw the movie today and thought it was a good effort, good messages for kids.  
              1

            
              A bit predictable.  
              0

## movie_reduced.csv
text,label
"This has to be the ultimate chick flick ever. We taped it off the T.V. years ago and I've watched it about 30 times over the years. I hadn't seen it for about 12 years and just recently watched this movie. I'm not lying, I cried from the opening credits to the ending credits. This movie truly tears your heart out, even if you don't have children.",1
"This meandering tale of mob revenge is simply not very interesting, even with Ed McMahon in a ripe role as the chief heavy. Jim Brown kicks ass effectively, Gloria Hendry proves again that she can bring life to even the poorest roles, and Brock Peters is decent as The Cop Who Plays By the Book. It's still dull and badly constructed, and even the print shown on cable is now emasculated of its original James Brown score.",0
"This movie includes one of the best characters and dialog that Crispin Glover has ever played. Uma Thurman and Suzy Amis are also great in this movie, but Crispin makes it a great depiction of young people trying to make it in New Y

## clustering_hierarchical_kmeans.ipynb

      
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                fmnobar
                / clustering_hierarchical_kmeans.ipynb
            
            
              Created
              November 9, 2022 03:51
            
              
                clustering_hierarchical_kmeans
              
          
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## credit_cards.csv
CUST_ID,BALANCE,BALANCE_FREQUENCY,PURCHASES,ONEOFF_PURCHASES,INSTALLMENTS_PURCHASES,CASH_ADVANCE,PURCHASES_FREQUENCY,ONEOFF_PURCHASES_FREQUENCY,PURCHASES_INSTALLMENTS_FREQUENCY,CASH_ADVANCE_FREQUENCY,CASH_ADVANCE_TRX,PURCHASES_TRX,CREDIT_LIMIT,PAYMENTS,MINIMUM_PAYMENTS,PRC_FULL_PAYMENT,TENURE
C10001,40.900749,0.818182,95.4,0,95.4,0,0.166667,0,0.083333,0,0,2,1000,201.802084,139.509787,0,12
C10002,3202.467416,0.909091,0,0,0,6442.945483,0,0,0,0.25,4,0,7000,4103.032597,1072.340217,0.222222,12
C10003,2495.148862,1,773.17,773.17,0,0,1,1,0,0,0,12,7500,622.066742,627.284787,0,12
C10004,1666.670542,0.636364,1499,1499,0,205.788017,0.083333,0.083333,0,0.083333,1,1,7500,0,,0,12
C10005,817.714335,1,16,16,0,0,0.083333,0.083333,0,0,0,1,1200,678.334763,244.791237,0,12
C10006,1809.828751,1,1333.28,0,1333.28,0,0.666667,0,0.583333,0,0,8,1800,1400.05777,2407.246035,0,12
C10007,627.260806,1,7091.01,6402.63,688.38,0,1,1,1,0,0,64,13500,6354.314328,198.065894,1,12
C10008,1823.652743,1,436.2,0,436.2,0,1,0,1,0,0,12,2300,679.065082,532

## DecisionTrees.ipynb

      
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                fmnobar
                / DecisionTrees.ipynb
            
            
              Created
              November 4, 2022 17:11
            
              
                Decision Trees
              
          
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## wine-quality-white-and-red.csv

          
            type
            fixed acidity
            volatile acidity
            citric acid
            residual sugar
            chlorides
            free sulfur dioxide
            total sulfur dioxide
            density
            pH
            sulphates
            alcohol
            quality

            
              white
              7
              0.27
              0.36
              20.7
              0.045
              45
              170
              1.001
              3
              0.45
              8.8
              6

            
              white
              6.3
              0.3
              0.34
              1.6
              0.049
              14
              132
              0.994
              3.3
              0.49
              9.5
              6

            
              white
              8.1
              0.28
              0.4
              6.9
              0.05
              30
              97
              0.9951
              3.26
              0.44
              10.1
              6

            
              white
              7.2
              0.23
              0.32
              8.5
              0.058
              47
              186
              0.9956
              3.19
              0.4
              9.9
              6

            
              white
              7.2
              0.23
              0.32
              8.5
              0.058
              47
              186
              0.9956
              3.19
              0.4
              9.9
              6

            
              white
              8.1
              0.28
              0.4
              6.9
              0.05
              30
              97
              0.9951
              3.26
              0.44
              10.1
              6

            
              white
              6.2
              0.32
              0.16
              7
              0.045
              30
              136
              0.9949
              3.18
              0.47
              9.6
              6

            
              white
              7
              0.27
              0.36
              20.7
              0.045
              45
              170
              1.001
              3
              0.45
              8.8
              6

            
              white
              6.3
              0.3
              0.34
              1.6
              0.049
              14
              132
              0.994
              3.3
              0.49
              9.5
              6

## Classification_KNN_NB_LR.ipynb

      
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              Last active
              December 29, 2022 22:20
            
              
                Classification_KNN-NB-LR
              
          
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## DelayedFlights_JFK.csv
,Year,Month,DayofMonth,DayOfWeek,DepTime,CRSDepTime,ArrTime,CRSArrTime,UniqueCarrier,FlightNum,TailNum,ActualElapsedTime,CRSElapsedTime,AirTime,ArrDelay,DepDelay,Origin,Dest,Distance,TaxiIn,TaxiOut,Cancelled,CancellationCode,Diverted,CarrierDelay,WeatherDelay,NASDelay,SecurityDelay,LateAircraftDelay
129224,2008,1,1,2,945.0,935,1135.0,1118,YV,2614,N939LR,110.0,103.0,79.0,17.0,10.0,CLT,JFK,541,17.0,14.0,0,N,0,17.0,0.0,0.0,0.0,0.0
129920,2008,1,2,3,1010.0,935,1155.0,1118,YV,2614,N914FJ,105.0,103.0,72.0,37.0,35.0,CLT,JFK,541,4.0,29.0,0,N,0,37.0,0.0,0.0,0.0,0.0
129921,2008,1,2,3,1436.0,1325,1611.0,1516,YV,2622,N905FJ,95.0,111.0,73.0,55.0,71.0,CLT,JFK,541,8.0,14.0,0,N,0,0.0,0.0,55.0,0.0,0.0
130192,2008,1,2,3,1645.0,1559,1905.0,1803,YV,2619,N905FJ,140.0,124.0,91.0,62.0,46.0,JFK,CLT,541,5.0,44.0,0,N,0,0.0,0.0,62.0,0.0,0.0
130193,2008,1,2,3,645.0,620,905.0,822,YV,2629,N914FJ,140.0,122.0,99.0,43.0,25.0,JFK,CLT,541,12.0,29.0,0,N,0,43.0,0.0,0.0,0.0,0.0
130194,2008,1,2,3,1220.0,1205,1425.0,1354,YV,2685,N914FJ,125.0,109.0,
	text	label
	A very, very, very slow-moving, aimless movie about a distressed, drifting young man.	0
	Not sure who was more lost - the flat characters or the audience, nearly half of whom walked out.	0
	Attempting artiness with black & white and clever camera angles, the movie disappointed - became even more ridiculous - as the acting was poor and the plot and lines almost non-existent.	0
	Very little music or anything to speak of.	0
	The best scene in the movie was when Gerardo is trying to find a song that keeps running through his head.	1
	The rest of the movie lacks art, charm, meaning... If it's about emptiness, it works I guess because it's empty.	0
	Wasted two hours.	0
	Saw the movie today and thought it was a good effort, good messages for kids.	1
	A bit predictable.	0
	text,label
	"This has to be the ultimate chick flick ever. We taped it off the T.V. years ago and I've watched it about 30 times over the years. I hadn't seen it for about 12 years and just recently watched this movie. I'm not lying, I cried from the opening credits to the ending credits. This movie truly tears your heart out, even if you don't have children.",1
	"This meandering tale of mob revenge is simply not very interesting, even with Ed McMahon in a ripe role as the chief heavy. Jim Brown kicks ass effectively, Gloria Hendry proves again that she can bring life to even the poorest roles, and Brock Peters is decent as The Cop Who Plays By the Book. It's still dull and badly constructed, and even the print shown on cable is now emasculated of its original James Brown score.",0
	"This movie includes one of the best characters and dialog that Crispin Glover has ever played. Uma Thurman and Suzy Amis are also great in this movie, but Crispin makes it a great depiction of young people trying to make it in New Y
	CUST_ID,BALANCE,BALANCE_FREQUENCY,PURCHASES,ONEOFF_PURCHASES,INSTALLMENTS_PURCHASES,CASH_ADVANCE,PURCHASES_FREQUENCY,ONEOFF_PURCHASES_FREQUENCY,PURCHASES_INSTALLMENTS_FREQUENCY,CASH_ADVANCE_FREQUENCY,CASH_ADVANCE_TRX,PURCHASES_TRX,CREDIT_LIMIT,PAYMENTS,MINIMUM_PAYMENTS,PRC_FULL_PAYMENT,TENURE
	C10001,40.900749,0.818182,95.4,0,95.4,0,0.166667,0,0.083333,0,0,2,1000,201.802084,139.509787,0,12
	C10002,3202.467416,0.909091,0,0,0,6442.945483,0,0,0,0.25,4,0,7000,4103.032597,1072.340217,0.222222,12
	C10003,2495.148862,1,773.17,773.17,0,0,1,1,0,0,0,12,7500,622.066742,627.284787,0,12
	C10004,1666.670542,0.636364,1499,1499,0,205.788017,0.083333,0.083333,0,0.083333,1,1,7500,0,,0,12
	C10005,817.714335,1,16,16,0,0,0.083333,0.083333,0,0,0,1,1200,678.334763,244.791237,0,12
	C10006,1809.828751,1,1333.28,0,1333.28,0,0.666667,0,0.583333,0,0,8,1800,1400.05777,2407.246035,0,12
	C10007,627.260806,1,7091.01,6402.63,688.38,0,1,1,1,0,0,64,13500,6354.314328,198.065894,1,12
	C10008,1823.652743,1,436.2,0,436.2,0,1,0,1,0,0,12,2300,679.065082,532
type	fixed acidity	volatile acidity	citric acid	residual sugar	chlorides	free sulfur dioxide	total sulfur dioxide	density	pH	sulphates	alcohol	quality
white	7	0.27	0.36	20.7	0.045	45	170	1.001	3	0.45	8.8	6
white	6.3	0.3	0.34	1.6	0.049	14	132	0.994	3.3	0.49	9.5	6
white	8.1	0.28	0.4	6.9	0.05	30	97	0.9951	3.26	0.44	10.1	6
white	7.2	0.23	0.32	8.5	0.058	47	186	0.9956	3.19	0.4	9.9	6
white	7.2	0.23	0.32	8.5	0.058	47	186	0.9956	3.19	0.4	9.9	6
white	8.1	0.28	0.4	6.9	0.05	30	97	0.9951	3.26	0.44	10.1	6
white	6.2	0.32	0.16	7	0.045	30	136	0.9949	3.18	0.47	9.6	6
white	7	0.27	0.36	20.7	0.045	45	170	1.001	3	0.45	8.8	6
white	6.3	0.3	0.34	1.6	0.049	14	132	0.994	3.3	0.49	9.5	6
	,Year,Month,DayofMonth,DayOfWeek,DepTime,CRSDepTime,ArrTime,CRSArrTime,UniqueCarrier,FlightNum,TailNum,ActualElapsedTime,CRSElapsedTime,AirTime,ArrDelay,DepDelay,Origin,Dest,Distance,TaxiIn,TaxiOut,Cancelled,CancellationCode,Diverted,CarrierDelay,WeatherDelay,NASDelay,SecurityDelay,LateAircraftDelay
	129224,2008,1,1,2,945.0,935,1135.0,1118,YV,2614,N939LR,110.0,103.0,79.0,17.0,10.0,CLT,JFK,541,17.0,14.0,0,N,0,17.0,0.0,0.0,0.0,0.0
	129920,2008,1,2,3,1010.0,935,1155.0,1118,YV,2614,N914FJ,105.0,103.0,72.0,37.0,35.0,CLT,JFK,541,4.0,29.0,0,N,0,37.0,0.0,0.0,0.0,0.0
	129921,2008,1,2,3,1436.0,1325,1611.0,1516,YV,2622,N905FJ,95.0,111.0,73.0,55.0,71.0,CLT,JFK,541,8.0,14.0,0,N,0,0.0,0.0,55.0,0.0,0.0
	130192,2008,1,2,3,1645.0,1559,1905.0,1803,YV,2619,N905FJ,140.0,124.0,91.0,62.0,46.0,JFK,CLT,541,5.0,44.0,0,N,0,0.0,0.0,62.0,0.0,0.0
	130193,2008,1,2,3,645.0,620,905.0,822,YV,2629,N914FJ,140.0,122.0,99.0,43.0,25.0,JFK,CLT,541,12.0,29.0,0,N,0,43.0,0.0,0.0,0.0,0.0
	130194,2008,1,2,3,1220.0,1205,1425.0,1354,YV,2685,N914FJ,125.0,109.0,