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fmnobar / sampling.ipynb
Created October 12, 2022 23:21
Central Limit Theorem, Confidence Level and Interval, Sample Size and Sampling
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fmnobar / kc_house_data.csv
Created October 16, 2022 03:30
Regression
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id,date,price,bedrooms,bathrooms,sqft_living,sqft_lot,floors,waterfront,view,condition,grade,sqft_above,sqft_basement,yr_built,yr_renovated,zipcode,lat,long,sqft_living15,sqft_lot15
"7129300520","20141013T000000",221900,3,1,1180,5650,"1",0,0,3,7,1180,0,1955,0,"98178",47.5112,-122.257,1340,5650
"6414100192","20141209T000000",538000,3,2.25,2570,7242,"2",0,0,3,7,2170,400,1951,1991,"98125",47.721,-122.319,1690,7639
"5631500400","20150225T000000",180000,2,1,770,10000,"1",0,0,3,6,770,0,1933,0,"98028",47.7379,-122.233,2720,8062
"2487200875","20141209T000000",604000,4,3,1960,5000,"1",0,0,5,7,1050,910,1965,0,"98136",47.5208,-122.393,1360,5000
"1954400510","20150218T000000",510000,3,2,1680,8080,"1",0,0,3,8,1680,0,1987,0,"98074",47.6168,-122.045,1800,7503
"7237550310","20140512T000000",1.225e+006,4,4.5,5420,101930,"1",0,0,3,11,3890,1530,2001,0,"98053",47.6561,-122.005,4760,101930
"1321400060","20140627T000000",257500,3,2.25,1715,6819,"2",0,0,3,7,1715,0,1995,0,"98003",47.3097,-122.327,2238,6819
"2008000270","20150115T000
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fmnobar / Regression.ipynb
Created October 17, 2022 02:32
OLS Regression
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fmnobar / Regression-Classification.ipynb
Last active October 18, 2022 01:18
Regression vs. Classification
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fmnobar / heart.csv
Created October 21, 2022 14:27
Heart
age sex cp trestbps chol fbs restecg thalach exang oldpeak slope ca thal target
63 1 3 145 233 1 0 150 0 2.3 0 0 1 1
37 1 2 130 250 0 1 187 0 3.5 0 0 2 1
41 0 1 130 204 0 0 172 0 1.4 2 0 2 1
56 1 1 120 236 0 1 178 0 0.8 2 0 2 1
57 0 0 120 354 0 1 163 1 0.6 2 0 2 1
57 1 0 140 192 0 1 148 0 0.4 1 0 1 1
56 0 1 140 294 0 0 153 0 1.3 1 0 2 1
44 1 1 120 263 0 1 173 0 0 2 0 3 1
52 1 2 172 199 1 1 162 0 0.5 2 0 3 1
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fmnobar / logisticRegression.ipynb
Created October 27, 2022 02:16
Logistic Regression
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fmnobar / DelayedFlights_JFK.csv
Created October 27, 2022 15:16
DelayedFlights_JFK
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,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,
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fmnobar / Classification_KNN_NB_LR.ipynb
Last active December 29, 2022 22:20
Classification_KNN-NB-LR
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fmnobar / wine-quality-white-and-red.csv
Created November 3, 2022 02:02
Wine Quality
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
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fmnobar / DecisionTrees.ipynb
Created November 4, 2022 17:11
Decision Trees
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