| \n", + " | CONTROL | \n", + "AGE1 | \n", + "METRO3 | \n", + "REGION | \n", + "LMED | \n", + "FMR | \n", + "L30 | \n", + "L50 | \n", + "L80 | \n", + "IPOV | \n", + "BEDRMS | \n", + "BUILT | \n", + "STATUS | \n", + "TYPE | \n", + "VALUE | \n", + "VACANCY | \n", + "TENURE | \n", + "NUNITS | \n", + "ROOMS | \n", + "WEIGHT | \n", + "PER | \n", + "ZINC2 | \n", + "ZADEQ | \n", + "ZSMHC | \n", + "STRUCTURETYPE | \n", + "OWNRENT | \n", + "UTILITY | \n", + "OTHERCOST | \n", + "COST06 | \n", + "COST12 | \n", + "COST08 | \n", + "COSTMED | \n", + "TOTSAL | \n", + "ASSISTED | \n", + "GLMED | \n", + "GL30 | \n", + "GL50 | \n", + "GL80 | \n", + "APLMED | \n", + "ABL30 | \n", + "... | \n", + "COST08RELPOVCAT | \n", + "COST08RELFMRPCT | \n", + "COST08RELFMRCAT | \n", + "COST12RELAMIPCT | \n", + "COST12RELAMICAT | \n", + "COST12RELPOVPCT | \n", + "COST12RELPOVCAT | \n", + "COST12RELFMRPCT | \n", + "COST12RELFMRCAT | \n", + "COSTMedRELAMIPCT | \n", + "COSTMedRELAMICAT | \n", + "COSTMedRELPOVPCT | \n", + "COSTMedRELPOVCAT | \n", + "COSTMedRELFMRPCT | \n", + "COSTMedRELFMRCAT | \n", + "FMTZADEQ | \n", + "FMTMETRO3 | \n", + "FMTBUILT | \n", + "FMTSTRUCTURETYPE | \n", + "FMTBEDRMS | \n", + "FMTOWNRENT | \n", + "FMTCOST06RELPOVCAT | \n", + "FMTCOST08RELPOVCAT | \n", + "FMTCOST12RELPOVCAT | \n", + "FMTCOSTMEDRELPOVCAT | \n", + "FMTINCRELPOVCAT | \n", + "FMTCOST06RELFMRCAT | \n", + "FMTCOST08RELFMRCAT | \n", + "FMTCOST12RELFMRCAT | \n", + "FMTCOSTMEDRELFMRCAT | \n", + "FMTINCRELFMRCAT | \n", + "FMTCOST06RELAMICAT | \n", + "FMTCOST08RELAMICAT | \n", + "FMTCOST12RELAMICAT | \n", + "FMTCOSTMEDRELAMICAT | \n", + "FMTINCRELAMICAT | \n", + "FMTASSISTED | \n", + "FMTBURDEN | \n", + "FMTREGION | \n", + "FMTSTATUS | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "'100003130103' | \n", + "82 | \n", + "'3' | \n", + "'1' | \n", + "73738 | \n", + "956 | \n", + "15738 | \n", + "26213 | \n", + "40322 | \n", + "11067 | \n", + "2 | \n", + "2006 | \n", + "'1' | \n", + "1 | \n", + "40000 | \n", + "-6 | \n", + "'1' | \n", + "1 | \n", + "6 | \n", + "3117.394239 | \n", + "1 | \n", + "18021 | \n", + "'1' | \n", + "533 | \n", + "1 | \n", + "'1' | \n", + "169.000000 | \n", + "213.750000 | \n", + "648.588189 | \n", + "803.050535 | \n", + "696.905247 | \n", + "615.156712 | \n", + "0 | \n", + "-9 | \n", + "73738 | \n", + "15738 | \n", + "26213 | \n", + "40322 | \n", + "51616.6 | \n", + "20234.571429 | \n", + "... | \n", + "4 | \n", + "72.898038 | \n", + "2 | \n", + "48.402635 | \n", + "2 | \n", + "290.250487 | \n", + "4 | \n", + "84.001102 | \n", + "2 | \n", + "37.077624 | \n", + "2 | \n", + "222.339102 | \n", + "4 | \n", + "64.346936 | \n", + "2 | \n", + "'1 Adequate' | \n", + "'-5' | \n", + "'2000-2009' | \n", + "'1 Single Family' | \n", + "'2 2BR' | \n", + "'1 Owner' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'3 150-200% Poverty' | \n", + "'2 50.1 - 100% FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'1 LTE 50% FMR' | \n", + "'2 30 - 50% AMI' | \n", + "'2 30 - 50% AMI' | \n", + "'2 30 - 50% AMI' | \n", + "'2 30 - 50% AMI' | \n", + "'2 30 - 50% AMI' | \n", + "'.' | \n", + "'2 30% to 50%' | \n", + "'-5' | \n", + "'-5' | \n", + "
| 1 | \n", + "'100006110249' | \n", + "50 | \n", + "'5' | \n", + "'3' | \n", + "55846 | \n", + "1100 | \n", + "17165 | \n", + "28604 | \n", + "45744 | \n", + "24218 | \n", + "4 | \n", + "1980 | \n", + "'1' | \n", + "1 | \n", + "130000 | \n", + "-6 | \n", + "'1' | \n", + "1 | \n", + "6 | \n", + "2150.725544 | \n", + "4 | \n", + "122961 | \n", + "'1' | \n", + "487 | \n", + "1 | \n", + "'1' | \n", + "245.333333 | \n", + "58.333333 | \n", + "1167.640781 | \n", + "1669.643405 | \n", + "1324.671218 | \n", + "1058.988479 | \n", + "123000 | \n", + "-9 | \n", + "55846 | \n", + "17165 | \n", + "28604 | \n", + "45744 | \n", + "55846.0 | \n", + "19911.400000 | \n", + "... | \n", + "4 | \n", + "120.424656 | \n", + "3 | \n", + "103.094063 | \n", + "6 | \n", + "275.768999 | \n", + "4 | \n", + "151.785764 | \n", + "3 | \n", + "65.388468 | \n", + "4 | \n", + "174.909320 | \n", + "3 | \n", + "96.271680 | \n", + "2 | \n", + "'1 Adequate' | \n", + "'-5' | \n", + "'1980-1989' | \n", + "'1 Single Family' | \n", + "'4 4BR+' | \n", + "'1 Owner' | \n", + "'3 150-200% Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'3 150-200% Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'3 GT FMR' | \n", + "'4 60 - 80% AMI' | \n", + "'4 60 - 80% AMI' | \n", + "'6 100 - 120% AMI' | \n", + "'4 60 - 80% AMI' | \n", + "'7 120% AMI +' | \n", + "'.' | \n", + "'1 Less than 30%' | \n", + "'-5' | \n", + "'-5' | \n", + "
| 2 | \n", + "'100006370140' | \n", + "53 | \n", + "'5' | \n", + "'3' | \n", + "55846 | \n", + "1100 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "15470 | \n", + "4 | \n", + "1985 | \n", + "'1' | \n", + "1 | \n", + "150000 | \n", + "-6 | \n", + "'1' | \n", + "1 | \n", + "7 | \n", + "2213.789404 | \n", + "2 | \n", + "27974 | \n", + "'1' | \n", + "1405 | \n", + "1 | \n", + "'1' | \n", + "159.000000 | \n", + "37.500000 | \n", + "1193.393209 | \n", + "1772.627006 | \n", + "1374.582175 | \n", + "1068.025168 | \n", + "28000 | \n", + "-9 | \n", + "55846 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "44676.8 | \n", + "19937.500000 | \n", + "... | \n", + "4 | \n", + "124.962016 | \n", + "3 | \n", + "109.452905 | \n", + "6 | \n", + "458.339239 | \n", + "4 | \n", + "161.147910 | \n", + "3 | \n", + "65.946449 | \n", + "4 | \n", + "276.153890 | \n", + "4 | \n", + "97.093197 | \n", + "2 | \n", + "'1 Adequate' | \n", + "'-5' | \n", + "'1980-1989' | \n", + "'1 Single Family' | \n", + "'4 4BR+' | \n", + "'1 Owner' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'3 150-200% Poverty' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'4 60 - 80% AMI' | \n", + "'5 80 - 100% AMI' | \n", + "'6 100 - 120% AMI' | \n", + "'4 60 - 80% AMI' | \n", + "'4 60 - 80% AMI' | \n", + "'.' | \n", + "'3 50% or More' | \n", + "'-5' | \n", + "'-5' | \n", + "
| 3 | \n", + "'100006520140' | \n", + "67 | \n", + "'5' | \n", + "'3' | \n", + "55846 | \n", + "949 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "13964 | \n", + "3 | \n", + "1985 | \n", + "'1' | \n", + "1 | \n", + "200000 | \n", + "-6 | \n", + "'1' | \n", + "1 | \n", + "6 | \n", + "2364.585097 | \n", + "2 | \n", + "32220 | \n", + "'1' | \n", + "279 | \n", + "1 | \n", + "'1' | \n", + "179.000000 | \n", + "70.666667 | \n", + "1578.857612 | \n", + "2351.169341 | \n", + "1820.442900 | \n", + "1411.700224 | \n", + "0 | \n", + "-9 | \n", + "55846 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "44676.8 | \n", + "17875.000000 | \n", + "... | \n", + "4 | \n", + "191.827492 | \n", + "3 | \n", + "161.926709 | \n", + "7 | \n", + "673.494512 | \n", + "4 | \n", + "247.752301 | \n", + "3 | \n", + "97.224801 | \n", + "5 | \n", + "404.382763 | \n", + "4 | \n", + "148.756610 | \n", + "3 | \n", + "'1 Adequate' | \n", + "'-5' | \n", + "'1980-1989' | \n", + "'1 Single Family' | \n", + "'3 3BR' | \n", + "'1 Owner' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'6 100 - 120% AMI' | \n", + "'7 120% AMI +' | \n", + "'7 120% AMI +' | \n", + "'5 80 - 100% AMI' | \n", + "'4 60 - 80% AMI' | \n", + "'.' | \n", + "'1 Less than 30%' | \n", + "'-5' | \n", + "'-5' | \n", + "
| 4 | \n", + "'100007130148' | \n", + "26 | \n", + "'1' | \n", + "'3' | \n", + "60991 | \n", + "737 | \n", + "14801 | \n", + "24628 | \n", + "39421 | \n", + "15492 | \n", + "2 | \n", + "1980 | \n", + "'1' | \n", + "1 | \n", + "-6 | \n", + "-6 | \n", + "'2' | \n", + "100 | \n", + "4 | \n", + "2314.524902 | \n", + "2 | \n", + "96874 | \n", + "'1' | \n", + "759 | \n", + "5 | \n", + "'2' | \n", + "146.000000 | \n", + "12.500000 | \n", + "759.000000 | \n", + "759.000000 | \n", + "759.000000 | \n", + "759.000000 | \n", + "96900 | \n", + "0 | \n", + "60991 | \n", + "14801 | \n", + "24628 | \n", + "39421 | \n", + "48792.8 | \n", + "16651.125000 | \n", + "... | \n", + "3 | \n", + "102.985075 | \n", + "3 | \n", + "55.308707 | \n", + "3 | \n", + "195.972115 | \n", + "3 | \n", + "102.985075 | \n", + "3 | \n", + "55.308707 | \n", + "3 | \n", + "195.972115 | \n", + "3 | \n", + "102.985075 | \n", + "3 | \n", + "'1 Adequate' | \n", + "'Central City' | \n", + "'1980-1989' | \n", + "'5 50+ units' | \n", + "'2 2BR' | \n", + "'2 Renter' | \n", + "'3 150-200% Poverty' | \n", + "'3 150-200% Poverty' | \n", + "'3 150-200% Poverty' | \n", + "'3 150-200% Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 50 - 60% AMI' | \n", + "'3 50 - 60% AMI' | \n", + "'3 50 - 60% AMI' | \n", + "'3 50 - 60% AMI' | \n", + "'7 120% AMI +' | \n", + "'0 Not Assisted' | \n", + "'1 Less than 30%' | \n", + "'-5' | \n", + "'-5' | \n", + "
5 rows × 99 columns
\n", + "| \n", + " | CONTROL | \n", + "AGE1 | \n", + "METRO3 | \n", + "REGION | \n", + "LMED | \n", + "FMR | \n", + "L30 | \n", + "L50 | \n", + "L80 | \n", + "IPOV | \n", + "BEDRMS | \n", + "BUILT | \n", + "STATUS | \n", + "TYPE | \n", + "VALUE | \n", + "VACANCY | \n", + "TENURE | \n", + "NUNITS | \n", + "ROOMS | \n", + "WEIGHT | \n", + "PER | \n", + "ZINC2 | \n", + "ZADEQ | \n", + "ZSMHC | \n", + "STRUCTURETYPE | \n", + "OWNRENT | \n", + "UTILITY | \n", + "OTHERCOST | \n", + "COST06 | \n", + "COST12 | \n", + "COST08 | \n", + "COSTMED | \n", + "TOTSAL | \n", + "ASSISTED | \n", + "GLMED | \n", + "GL30 | \n", + "GL50 | \n", + "GL80 | \n", + "APLMED | \n", + "ABL30 | \n", + "... | \n", + "COST08RELPOVCAT | \n", + "COST08RELFMRPCT | \n", + "COST08RELFMRCAT | \n", + "COST12RELAMIPCT | \n", + "COST12RELAMICAT | \n", + "COST12RELPOVPCT | \n", + "COST12RELPOVCAT | \n", + "COST12RELFMRPCT | \n", + "COST12RELFMRCAT | \n", + "COSTMedRELAMIPCT | \n", + "COSTMedRELAMICAT | \n", + "COSTMedRELPOVPCT | \n", + "COSTMedRELPOVCAT | \n", + "COSTMedRELFMRPCT | \n", + "COSTMedRELFMRCAT | \n", + "FMTZADEQ | \n", + "FMTMETRO3 | \n", + "FMTBUILT | \n", + "FMTSTRUCTURETYPE | \n", + "FMTBEDRMS | \n", + "FMTOWNRENT | \n", + "FMTCOST06RELPOVCAT | \n", + "FMTCOST08RELPOVCAT | \n", + "FMTCOST12RELPOVCAT | \n", + "FMTCOSTMEDRELPOVCAT | \n", + "FMTINCRELPOVCAT | \n", + "FMTCOST06RELFMRCAT | \n", + "FMTCOST08RELFMRCAT | \n", + "FMTCOST12RELFMRCAT | \n", + "FMTCOSTMEDRELFMRCAT | \n", + "FMTINCRELFMRCAT | \n", + "FMTCOST06RELAMICAT | \n", + "FMTCOST08RELAMICAT | \n", + "FMTCOST12RELAMICAT | \n", + "FMTCOSTMEDRELAMICAT | \n", + "FMTINCRELAMICAT | \n", + "FMTASSISTED | \n", + "FMTBURDEN | \n", + "FMTREGION | \n", + "FMTSTATUS | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "0 | \n", + "82 | \n", + "2 | \n", + "0 | \n", + "73738 | \n", + "956 | \n", + "15738 | \n", + "26213 | \n", + "40322 | \n", + "11067 | \n", + "2 | \n", + "2006 | \n", + "0 | \n", + "1 | \n", + "40000 | \n", + "-6 | \n", + "1 | \n", + "1 | \n", + "6 | \n", + "3117.394239 | \n", + "1 | \n", + "18021 | \n", + "1 | \n", + "533 | \n", + "1 | \n", + "0 | \n", + "169.000000 | \n", + "213.750000 | \n", + "648.588189 | \n", + "803.050535 | \n", + "696.905247 | \n", + "615.156712 | \n", + "0 | \n", + "-9 | \n", + "73738 | \n", + "15738 | \n", + "26213 | \n", + "40322 | \n", + "51616.6 | \n", + "20234.571429 | \n", + "... | \n", + "4 | \n", + "72.898038 | \n", + "2 | \n", + "48.402635 | \n", + "2 | \n", + "290.250487 | \n", + "4 | \n", + "84.001102 | \n", + "2 | \n", + "37.077624 | \n", + "2 | \n", + "222.339102 | \n", + "4 | \n", + "64.346936 | \n", + "2 | \n", + "1 | \n", + "0 | \n", + "5 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "
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64535 rows × 2 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1.0 | \n", + "1.0 | \n", + "Allen, Miss. Elisabeth Walton | \n", + "female | \n", + "29.0000 | \n", + "0.0 | \n", + "0.0 | \n", + "24160 | \n", + "211.3375 | \n", + "B5 | \n", + "S | \n", + "2 | \n", + "NaN | \n", + "St Louis, MO | \n", + "1 | \n", + "
| 1 | \n", + "1.0 | \n", + "1.0 | \n", + "Allison, Master. Hudson Trevor | \n", + "male | \n", + "0.9167 | \n", + "1.0 | \n", + "2.0 | \n", + "113781 | \n", + "151.5500 | \n", + "C22 C26 | \n", + "S | \n", + "11 | \n", + "NaN | \n", + "Montreal, PQ / Chesterville, ON | \n", + "1 | \n", + "
| 2 | \n", + "1.0 | \n", + "0.0 | \n", + "Allison, Miss. Helen Loraine | \n", + "female | \n", + "2.0000 | \n", + "1.0 | \n", + "2.0 | \n", + "113781 | \n", + "151.5500 | \n", + "C22 C26 | \n", + "S | \n", + "NaN | \n", + "NaN | \n", + "Montreal, PQ / Chesterville, ON | \n", + "1 | \n", + "
| 3 | \n", + "1.0 | \n", + "0.0 | \n", + "Allison, Mr. Hudson Joshua Creighton | \n", + "male | \n", + "30.0000 | \n", + "1.0 | \n", + "2.0 | \n", + "113781 | \n", + "151.5500 | \n", + "C22 C26 | \n", + "S | \n", + "NaN | \n", + "135.0 | \n", + "Montreal, PQ / Chesterville, ON | \n", + "1 | \n", + "
| 4 | \n", + "1.0 | \n", + "0.0 | \n", + "Allison, Mrs. Hudson J C (Bessie Waldo Daniels) | \n", + "female | \n", + "25.0000 | \n", + "1.0 | \n", + "2.0 | \n", + "113781 | \n", + "151.5500 | \n", + "C22 C26 | \n", + "S | \n", + "NaN | \n", + "NaN | \n", + "Montreal, PQ / Chesterville, ON | \n", + "1 | \n", + "
| \n", + " | pclass | \n", + "survived | \n", + "age | \n", + "sibsp | \n", + "parch | \n", + "fare | \n", + "body | \n", + "has_cabin_number | \n", + "
|---|---|---|---|---|---|---|---|---|
| pclass | \n", + "0.701969 | \n", + "-0.127248 | \n", + "-3.954605 | \n", + "0.053090 | \n", + "0.013287 | \n", + "-24.227788 | \n", + "-2.876653 | \n", + "-0.249992 | \n", + "
| survived | \n", + "-0.127248 | \n", + "0.236250 | \n", + "-0.314343 | \n", + "-0.014088 | \n", + "0.034776 | \n", + "6.146023 | \n", + "0.000000 | \n", + "0.061406 | \n", + "
| age | \n", + "-3.954605 | \n", + "-0.314343 | \n", + "165.850021 | \n", + "-2.559806 | \n", + "-1.459378 | \n", + "114.416613 | \n", + "81.622922 | \n", + "1.463138 | \n", + "
| sibsp | \n", + "0.053090 | \n", + "-0.014088 | \n", + "-2.559806 | \n", + "1.085052 | \n", + "0.336833 | \n", + "8.641768 | \n", + "-8.708471 | \n", + "-0.003946 | \n", + "
| parch | \n", + "0.013287 | \n", + "0.034776 | \n", + "-1.459378 | \n", + "0.336833 | \n", + "0.749195 | \n", + "9.928031 | \n", + "4.237190 | \n", + "0.013316 | \n", + "
| fare | \n", + "-24.227788 | \n", + "6.146023 | \n", + "114.416613 | \n", + "8.641768 | \n", + "9.928031 | \n", + "2678.959738 | \n", + "-179.164684 | \n", + "10.976961 | \n", + "
| body | \n", + "-2.876653 | \n", + "0.000000 | \n", + "81.622922 | \n", + "-8.708471 | \n", + "4.237190 | \n", + "-179.164684 | \n", + "9544.688567 | \n", + "3.625689 | \n", + "
| has_cabin_number | \n", + "-0.249992 | \n", + "0.061406 | \n", + "1.463138 | \n", + "-0.003946 | \n", + "0.013316 | \n", + "10.976961 | \n", + "3.625689 | \n", + "0.174613 | \n", + "
| \n", + " | pclass | \n", + "survived | \n", + "age | \n", + "sibsp | \n", + "parch | \n", + "fare | \n", + "body | \n", + "has_cabin_number | \n", + "
|---|---|---|---|---|---|---|---|---|
| pclass | \n", + "1.000000 | \n", + "-0.312469 | \n", + "-0.366370 | \n", + "0.060832 | \n", + "0.018322 | \n", + "-0.558629 | \n", + "-0.034642 | \n", + "-0.713857 | \n", + "
| survived | \n", + "-0.312469 | \n", + "1.000000 | \n", + "-0.050199 | \n", + "-0.027825 | \n", + "0.082660 | \n", + "0.244265 | \n", + "NaN | \n", + "0.302250 | \n", + "
| age | \n", + "-0.366370 | \n", + "-0.050199 | \n", + "1.000000 | \n", + "-0.190747 | \n", + "-0.130872 | \n", + "0.171892 | \n", + "0.059059 | \n", + "0.271887 | \n", + "
| sibsp | \n", + "0.060832 | \n", + "-0.027825 | \n", + "-0.190747 | \n", + "1.000000 | \n", + "0.373587 | \n", + "0.160238 | \n", + "-0.099961 | \n", + "-0.009064 | \n", + "
| parch | \n", + "0.018322 | \n", + "0.082660 | \n", + "-0.130872 | \n", + "0.373587 | \n", + "1.000000 | \n", + "0.221539 | \n", + "0.051099 | \n", + "0.036806 | \n", + "
| fare | \n", + "-0.558629 | \n", + "0.244265 | \n", + "0.171892 | \n", + "0.160238 | \n", + "0.221539 | \n", + "1.000000 | \n", + "-0.043110 | \n", + "0.507253 | \n", + "
| body | \n", + "-0.034642 | \n", + "NaN | \n", + "0.059059 | \n", + "-0.099961 | \n", + "0.051099 | \n", + "-0.043110 | \n", + "1.000000 | \n", + "0.083796 | \n", + "
| has_cabin_number | \n", + "-0.713857 | \n", + "0.302250 | \n", + "0.271887 | \n", + "-0.009064 | \n", + "0.036806 | \n", + "0.507253 | \n", + "0.083796 | \n", + "1.000000 | \n", + "
| \n", + " | CONTROL | \n", + "AGE1 | \n", + "METRO3 | \n", + "REGION | \n", + "LMED | \n", + "FMR | \n", + "L30 | \n", + "L50 | \n", + "L80 | \n", + "IPOV | \n", + "BEDRMS | \n", + "BUILT | \n", + "STATUS | \n", + "TYPE | \n", + "VALUE | \n", + "VACANCY | \n", + "TENURE | \n", + "NUNITS | \n", + "ROOMS | \n", + "WEIGHT | \n", + "PER | \n", + "ZINC2 | \n", + "ZADEQ | \n", + "ZSMHC | \n", + "STRUCTURETYPE | \n", + "OWNRENT | \n", + "UTILITY | \n", + "OTHERCOST | \n", + "COST06 | \n", + "COST12 | \n", + "COST08 | \n", + "COSTMED | \n", + "TOTSAL | \n", + "ASSISTED | \n", + "GLMED | \n", + "GL30 | \n", + "GL50 | \n", + "GL80 | \n", + "APLMED | \n", + "ABL30 | \n", + "... | \n", + "COST08RELPOVCAT | \n", + "COST08RELFMRPCT | \n", + "COST08RELFMRCAT | \n", + "COST12RELAMIPCT | \n", + "COST12RELAMICAT | \n", + "COST12RELPOVPCT | \n", + "COST12RELPOVCAT | \n", + "COST12RELFMRPCT | \n", + "COST12RELFMRCAT | \n", + "COSTMedRELAMIPCT | \n", + "COSTMedRELAMICAT | \n", + "COSTMedRELPOVPCT | \n", + "COSTMedRELPOVCAT | \n", + "COSTMedRELFMRPCT | \n", + "COSTMedRELFMRCAT | \n", + "FMTZADEQ | \n", + "FMTMETRO3 | \n", + "FMTBUILT | \n", + "FMTSTRUCTURETYPE | \n", + "FMTBEDRMS | \n", + "FMTOWNRENT | \n", + "FMTCOST06RELPOVCAT | \n", + "FMTCOST08RELPOVCAT | \n", + "FMTCOST12RELPOVCAT | \n", + "FMTCOSTMEDRELPOVCAT | \n", + "FMTINCRELPOVCAT | \n", + "FMTCOST06RELFMRCAT | \n", + "FMTCOST08RELFMRCAT | \n", + "FMTCOST12RELFMRCAT | \n", + "FMTCOSTMEDRELFMRCAT | \n", + "FMTINCRELFMRCAT | \n", + "FMTCOST06RELAMICAT | \n", + "FMTCOST08RELAMICAT | \n", + "FMTCOST12RELAMICAT | \n", + "FMTCOSTMEDRELAMICAT | \n", + "FMTINCRELAMICAT | \n", + "FMTASSISTED | \n", + "FMTBURDEN | \n", + "FMTREGION | \n", + "FMTSTATUS | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "'100003130103' | \n", + "82 | \n", + "'3' | \n", + "'1' | \n", + "73738 | \n", + "956 | \n", + "15738 | \n", + "26213 | \n", + "40322 | \n", + "11067 | \n", + "2 | \n", + "2006 | \n", + "'1' | \n", + "1 | \n", + "40000 | \n", + "-6 | \n", + "'1' | \n", + "1 | \n", + "6 | \n", + "3117.394239 | \n", + "1 | \n", + "18021 | \n", + "'1' | \n", + "533 | \n", + "1 | \n", + "'1' | \n", + "169.000000 | \n", + "213.750000 | \n", + "648.588189 | \n", + "803.050535 | \n", + "696.905247 | \n", + "615.156712 | \n", + "0 | \n", + "-9 | \n", + "73738 | \n", + "15738 | \n", + "26213 | \n", + "40322 | \n", + "51616.6 | \n", + "20234.571429 | \n", + "... | \n", + "4 | \n", + "72.898038 | \n", + "2 | \n", + "48.402635 | \n", + "2 | \n", + "290.250487 | \n", + "4 | \n", + "84.001102 | \n", + "2 | \n", + "37.077624 | \n", + "2 | \n", + "222.339102 | \n", + "4 | \n", + "64.346936 | \n", + "2 | \n", + "'1 Adequate' | \n", + "'-5' | \n", + "'2000-2009' | \n", + "'1 Single Family' | \n", + "'2 2BR' | \n", + "'1 Owner' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'3 150-200% Poverty' | \n", + "'2 50.1 - 100% FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'1 LTE 50% FMR' | \n", + "'2 30 - 50% AMI' | \n", + "'2 30 - 50% AMI' | \n", + "'2 30 - 50% AMI' | \n", + "'2 30 - 50% AMI' | \n", + "'2 30 - 50% AMI' | \n", + "'.' | \n", + "'2 30% to 50%' | \n", + "'-5' | \n", + "'-5' | \n", + "
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| 2 | \n", + "'100006370140' | \n", + "53 | \n", + "'5' | \n", + "'3' | \n", + "55846 | \n", + "1100 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "15470 | \n", + "4 | \n", + "1985 | \n", + "'1' | \n", + "1 | \n", + "150000 | \n", + "-6 | \n", + "'1' | \n", + "1 | \n", + "7 | \n", + "2213.789404 | \n", + "2 | \n", + "27974 | \n", + "'1' | \n", + "1405 | \n", + "1 | \n", + "'1' | \n", + "159.000000 | \n", + "37.500000 | \n", + "1193.393209 | \n", + "1772.627006 | \n", + "1374.582175 | \n", + "1068.025168 | \n", + "28000 | \n", + "-9 | \n", + "55846 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "44676.8 | \n", + "19937.500000 | \n", + "... | \n", + "4 | \n", + "124.962016 | \n", + "3 | \n", + "109.452905 | \n", + "6 | \n", + "458.339239 | \n", + "4 | \n", + "161.147910 | \n", + "3 | \n", + "65.946449 | \n", + "4 | \n", + "276.153890 | \n", + "4 | \n", + "97.093197 | \n", + "2 | \n", + "'1 Adequate' | \n", + "'-5' | \n", + "'1980-1989' | \n", + "'1 Single Family' | \n", + "'4 4BR+' | \n", + "'1 Owner' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'3 150-200% Poverty' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'4 60 - 80% AMI' | \n", + "'5 80 - 100% AMI' | \n", + "'6 100 - 120% AMI' | \n", + "'4 60 - 80% AMI' | \n", + "'4 60 - 80% AMI' | \n", + "'.' | \n", + "'3 50% or More' | \n", + "'-5' | \n", + "'-5' | \n", + "
| 3 | \n", + "'100006520140' | \n", + "67 | \n", + "'5' | \n", + "'3' | \n", + "55846 | \n", + "949 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "13964 | \n", + "3 | \n", + "1985 | \n", + "'1' | \n", + "1 | \n", + "200000 | \n", + "-6 | \n", + "'1' | \n", + "1 | \n", + "6 | \n", + "2364.585097 | \n", + "2 | \n", + "32220 | \n", + "'1' | \n", + "279 | \n", + "1 | \n", + "'1' | \n", + "179.000000 | \n", + "70.666667 | \n", + "1578.857612 | \n", + "2351.169341 | \n", + "1820.442900 | \n", + "1411.700224 | \n", + "0 | \n", + "-9 | \n", + "55846 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "44676.8 | \n", + "17875.000000 | \n", + "... | \n", + "4 | \n", + "191.827492 | \n", + "3 | \n", + "161.926709 | \n", + "7 | \n", + "673.494512 | \n", + "4 | \n", + "247.752301 | \n", + "3 | \n", + "97.224801 | \n", + "5 | \n", + "404.382763 | \n", + "4 | \n", + "148.756610 | \n", + "3 | \n", + "'1 Adequate' | \n", + "'-5' | \n", + "'1980-1989' | \n", + "'1 Single Family' | \n", + "'3 3BR' | \n", + "'1 Owner' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'2 50.1 - 100% FMR' | \n", + "'6 100 - 120% AMI' | \n", + "'7 120% AMI +' | \n", + "'7 120% AMI +' | \n", + "'5 80 - 100% AMI' | \n", + "'4 60 - 80% AMI' | \n", + "'.' | \n", + "'1 Less than 30%' | \n", + "'-5' | \n", + "'-5' | \n", + "
| 4 | \n", + "'100007130148' | \n", + "26 | \n", + "'1' | \n", + "'3' | \n", + "60991 | \n", + "737 | \n", + "14801 | \n", + "24628 | \n", + "39421 | \n", + "15492 | \n", + "2 | \n", + "1980 | \n", + "'1' | \n", + "1 | \n", + "-6 | \n", + "-6 | \n", + "'2' | \n", + "100 | \n", + "4 | \n", + "2314.524902 | \n", + "2 | \n", + "96874 | \n", + "'1' | \n", + "759 | \n", + "5 | \n", + "'2' | \n", + "146.000000 | \n", + "12.500000 | \n", + "759.000000 | \n", + "759.000000 | \n", + "759.000000 | \n", + "759.000000 | \n", + "96900 | \n", + "0 | \n", + "60991 | \n", + "14801 | \n", + "24628 | \n", + "39421 | \n", + "48792.8 | \n", + "16651.125000 | \n", + "... | \n", + "3 | \n", + "102.985075 | \n", + "3 | \n", + "55.308707 | \n", + "3 | \n", + "195.972115 | \n", + "3 | \n", + "102.985075 | \n", + "3 | \n", + "55.308707 | \n", + "3 | \n", + "195.972115 | \n", + "3 | \n", + "102.985075 | \n", + "3 | \n", + "'1 Adequate' | \n", + "'Central City' | \n", + "'1980-1989' | \n", + "'5 50+ units' | \n", + "'2 2BR' | \n", + "'2 Renter' | \n", + "'3 150-200% Poverty' | \n", + "'3 150-200% Poverty' | \n", + "'3 150-200% Poverty' | \n", + "'3 150-200% Poverty' | \n", + "'4 200%+ Poverty' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 GT FMR' | \n", + "'3 50 - 60% AMI' | \n", + "'3 50 - 60% AMI' | \n", + "'3 50 - 60% AMI' | \n", + "'3 50 - 60% AMI' | \n", + "'7 120% AMI +' | \n", + "'0 Not Assisted' | \n", + "'1 Less than 30%' | \n", + "'-5' | \n", + "'-5' | \n", + "
5 rows × 99 columns
\n", + "| \n", + " | CONTROL | \n", + "AGE1 | \n", + "METRO3 | \n", + "REGION | \n", + "LMED | \n", + "FMR | \n", + "L30 | \n", + "L50 | \n", + "L80 | \n", + "IPOV | \n", + "BEDRMS | \n", + "BUILT | \n", + "STATUS | \n", + "TYPE | \n", + "VALUE | \n", + "VACANCY | \n", + "TENURE | \n", + "NUNITS | \n", + "ROOMS | \n", + "WEIGHT | \n", + "PER | \n", + "ZINC2 | \n", + "ZADEQ | \n", + "ZSMHC | \n", + "STRUCTURETYPE | \n", + "OWNRENT | \n", + "UTILITY | \n", + "OTHERCOST | \n", + "COST06 | \n", + "COST12 | \n", + "COST08 | \n", + "COSTMED | \n", + "TOTSAL | \n", + "ASSISTED | \n", + "GLMED | \n", + "GL30 | \n", + "GL50 | \n", + "GL80 | \n", + "APLMED | \n", + "ABL30 | \n", + "... | \n", + "COST08RELPOVCAT | \n", + "COST08RELFMRPCT | \n", + "COST08RELFMRCAT | \n", + "COST12RELAMIPCT | \n", + "COST12RELAMICAT | \n", + "COST12RELPOVPCT | \n", + "COST12RELPOVCAT | \n", + "COST12RELFMRPCT | \n", + "COST12RELFMRCAT | \n", + "COSTMedRELAMIPCT | \n", + "COSTMedRELAMICAT | \n", + "COSTMedRELPOVPCT | \n", + "COSTMedRELPOVCAT | \n", + "COSTMedRELFMRPCT | \n", + "COSTMedRELFMRCAT | \n", + "FMTZADEQ | \n", + "FMTMETRO3 | \n", + "FMTBUILT | \n", + "FMTSTRUCTURETYPE | \n", + "FMTBEDRMS | \n", + "FMTOWNRENT | \n", + "FMTCOST06RELPOVCAT | \n", + "FMTCOST08RELPOVCAT | \n", + "FMTCOST12RELPOVCAT | \n", + "FMTCOSTMEDRELPOVCAT | \n", + "FMTINCRELPOVCAT | \n", + "FMTCOST06RELFMRCAT | \n", + "FMTCOST08RELFMRCAT | \n", + "FMTCOST12RELFMRCAT | \n", + "FMTCOSTMEDRELFMRCAT | \n", + "FMTINCRELFMRCAT | \n", + "FMTCOST06RELAMICAT | \n", + "FMTCOST08RELAMICAT | \n", + "FMTCOST12RELAMICAT | \n", + "FMTCOSTMEDRELAMICAT | \n", + "FMTINCRELAMICAT | \n", + "FMTASSISTED | \n", + "FMTBURDEN | \n", + "FMTREGION | \n", + "FMTSTATUS | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "0 | \n", + "82 | \n", + "2 | \n", + "0 | \n", + "73738 | \n", + "956 | \n", + "15738 | \n", + "26213 | \n", + "40322 | \n", + "11067 | \n", + "2 | \n", + "2006 | \n", + "0 | \n", + "1 | \n", + "40000 | \n", + "-6 | \n", + "1 | \n", + "1 | \n", + "6 | \n", + "3117.394239 | \n", + "1 | \n", + "18021 | \n", + "1 | \n", + "533 | \n", + "1 | \n", + "0 | \n", + "169.000000 | \n", + "213.750000 | \n", + "648.588189 | \n", + "803.050535 | \n", + "696.905247 | \n", + "615.156712 | \n", + "0 | \n", + "-9 | \n", + "73738 | \n", + "15738 | \n", + "26213 | \n", + "40322 | \n", + "51616.6 | \n", + "20234.571429 | \n", + "... | \n", + "4 | \n", + "72.898038 | \n", + "2 | \n", + "48.402635 | \n", + "2 | \n", + "290.250487 | \n", + "4 | \n", + "84.001102 | \n", + "2 | \n", + "37.077624 | \n", + "2 | \n", + "222.339102 | \n", + "4 | \n", + "64.346936 | \n", + "2 | \n", + "1 | \n", + "0 | \n", + "5 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "
| 1 | \n", + "1 | \n", + "50 | \n", + "4 | \n", + "2 | \n", + "55846 | \n", + "1100 | \n", + "17165 | \n", + "28604 | \n", + "45744 | \n", + "24218 | \n", + "4 | \n", + "1980 | \n", + "0 | \n", + "1 | \n", + "130000 | \n", + "-6 | \n", + "1 | \n", + "1 | \n", + "6 | \n", + "2150.725544 | \n", + "4 | \n", + "122961 | \n", + "1 | \n", + "487 | \n", + "1 | \n", + "0 | \n", + "245.333333 | \n", + "58.333333 | \n", + "1167.640781 | \n", + "1669.643405 | \n", + "1324.671218 | \n", + "1058.988479 | \n", + "123000 | \n", + "-9 | \n", + "55846 | \n", + "17165 | \n", + "28604 | \n", + "45744 | \n", + "55846.0 | \n", + "19911.400000 | \n", + "... | \n", + "4 | \n", + "120.424656 | \n", + "3 | \n", + "103.094063 | \n", + "6 | \n", + "275.768999 | \n", + "4 | \n", + "151.785764 | \n", + "3 | \n", + "65.388468 | \n", + "4 | \n", + "174.909320 | \n", + "3 | \n", + "96.271680 | \n", + "2 | \n", + "1 | \n", + "0 | \n", + "3 | \n", + "1 | \n", + "4 | \n", + "0 | \n", + "3 | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "4 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "1 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "7 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "2 | \n", + "53 | \n", + "4 | \n", + "2 | \n", + "55846 | \n", + "1100 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "15470 | \n", + "4 | \n", + "1985 | \n", + "0 | \n", + "1 | \n", + "150000 | \n", + "-6 | \n", + "1 | \n", + "1 | \n", + "7 | \n", + "2213.789404 | \n", + "2 | \n", + "27974 | \n", + "1 | \n", + "1405 | \n", + "1 | \n", + "0 | \n", + "159.000000 | \n", + "37.500000 | \n", + "1193.393209 | \n", + "1772.627006 | \n", + "1374.582175 | \n", + "1068.025168 | \n", + "28000 | \n", + "-9 | \n", + "55846 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "44676.8 | \n", + "19937.500000 | \n", + "... | \n", + "4 | \n", + "124.962016 | \n", + "3 | \n", + "109.452905 | \n", + "6 | \n", + "458.339239 | \n", + "4 | \n", + "161.147910 | \n", + "3 | \n", + "65.946449 | \n", + "4 | \n", + "276.153890 | \n", + "4 | \n", + "97.093197 | \n", + "2 | \n", + "1 | \n", + "0 | \n", + "3 | \n", + "1 | \n", + "4 | \n", + "0 | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "4 | \n", + "0 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "
| 3 | \n", + "3 | \n", + "67 | \n", + "4 | \n", + "2 | \n", + "55846 | \n", + "949 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "13964 | \n", + "3 | \n", + "1985 | \n", + "0 | \n", + "1 | \n", + "200000 | \n", + "-6 | \n", + "1 | \n", + "1 | \n", + "6 | \n", + "2364.585097 | \n", + "2 | \n", + "32220 | \n", + "1 | \n", + "279 | \n", + "1 | \n", + "0 | \n", + "179.000000 | \n", + "70.666667 | \n", + "1578.857612 | \n", + "2351.169341 | \n", + "1820.442900 | \n", + "1411.700224 | \n", + "0 | \n", + "-9 | \n", + "55846 | \n", + "13750 | \n", + "22897 | \n", + "36614 | \n", + "44676.8 | \n", + "17875.000000 | \n", + "... | \n", + "4 | \n", + "191.827492 | \n", + "3 | \n", + "161.926709 | \n", + "7 | \n", + "673.494512 | \n", + "4 | \n", + "247.752301 | \n", + "3 | \n", + "97.224801 | \n", + "5 | \n", + "404.382763 | \n", + "4 | \n", + "148.756610 | \n", + "3 | \n", + "1 | \n", + "0 | \n", + "3 | \n", + "1 | \n", + "3 | \n", + "0 | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "5 | \n", + "6 | \n", + "6 | \n", + "4 | \n", + "4 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 4 | \n", + "4 | \n", + "26 | \n", + "0 | \n", + "2 | \n", + "60991 | \n", + "737 | \n", + "14801 | \n", + "24628 | \n", + "39421 | \n", + "15492 | \n", + "2 | \n", + "1980 | \n", + "0 | \n", + "1 | \n", + "-6 | \n", + "-6 | \n", + "2 | \n", + "100 | \n", + "4 | \n", + "2314.524902 | \n", + "2 | \n", + "96874 | \n", + "1 | \n", + "759 | \n", + "5 | \n", + "1 | \n", + "146.000000 | \n", + "12.500000 | \n", + "759.000000 | \n", + "759.000000 | \n", + "759.000000 | \n", + "759.000000 | \n", + "96900 | \n", + "0 | \n", + "60991 | \n", + "14801 | \n", + "24628 | \n", + "39421 | \n", + "48792.8 | \n", + "16651.125000 | \n", + "... | \n", + "3 | \n", + "102.985075 | \n", + "3 | \n", + "55.308707 | \n", + "3 | \n", + "195.972115 | \n", + "3 | \n", + "102.985075 | \n", + "3 | \n", + "55.308707 | \n", + "3 | \n", + "195.972115 | \n", + "3 | \n", + "102.985075 | \n", + "3 | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "5 | \n", + "2 | \n", + "1 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "4 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "3 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "7 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
5 rows × 99 columns
\n", + "5 rows × 33 columns
\n", "" ], "text/plain": [ - " id diagnosis radius_mean texture_mean perimeter_mean area_mean \\\n", - "0 842302 M 17.99 10.38 122.80 1001.0 \n", - "1 842517 M 20.57 17.77 132.90 1326.0 \n", - "2 84300903 M 19.69 21.25 130.00 1203.0 \n", - "3 84348301 M 11.42 20.38 77.58 386.1 \n", - "4 84358402 M 20.29 14.34 135.10 1297.0 \n", - "\n", - " smoothness_mean compactness_mean concavity_mean concave points_mean \\\n", - "0 0.11840 0.27760 0.3001 0.14710 \n", - "1 0.08474 0.07864 0.0869 0.07017 \n", - "2 0.10960 0.15990 0.1974 0.12790 \n", - "3 0.14250 0.28390 0.2414 0.10520 \n", - "4 0.10030 0.13280 0.1980 0.10430 \n", - "\n", - " ... texture_worst perimeter_worst area_worst smoothness_worst \\\n", - "0 ... 17.33 184.60 2019.0 0.1622 \n", - "1 ... 23.41 158.80 1956.0 0.1238 \n", - "2 ... 25.53 152.50 1709.0 0.1444 \n", - "3 ... 26.50 98.87 567.7 0.2098 \n", - "4 ... 16.67 152.20 1575.0 0.1374 \n", - "\n", - " compactness_worst concavity_worst concave points_worst symmetry_worst \\\n", - "0 0.6656 0.7119 0.2654 0.4601 \n", - "1 0.1866 0.2416 0.1860 0.2750 \n", - "2 0.4245 0.4504 0.2430 0.3613 \n", - "3 0.8663 0.6869 0.2575 0.6638 \n", - "4 0.2050 0.4000 0.1625 0.2364 \n", - "\n", - " fractal_dimension_worst Unnamed: 32 \n", - "0 0.11890 NaN \n", - "1 0.08902 NaN \n", - "2 0.08758 NaN \n", - "3 0.17300 NaN \n", - "4 0.07678 NaN \n", + " id diagnosis ... fractal_dimension_worst Unnamed: 32\n", + "0 842302 M ... 0.11890 NaN\n", + "1 842517 M ... 0.08902 NaN\n", + "2 84300903 M ... 0.08758 NaN\n", + "3 84348301 M ... 0.17300 NaN\n", + "4 84358402 M ... 0.07678 NaN\n", "\n", "[5 rows x 33 columns]" ] @@ -294,7 +337,7 @@ "metadata": { "tags": [] }, - "execution_count": 1 + "execution_count": 84 } ] }, @@ -313,19 +356,95 @@ { "cell_type": "code", "metadata": { - "id": "86MHoPJon_aC", + "id": "t7opdFbCvv3B", + "colab_type": "code", + "colab": {} + }, + "source": [ + "df_primary = df.copy()" + ], + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "4SbusZ4ayGaF", "colab_type": "code", - "outputId": "d4d9f1cd-c63c-4623-954e-11a61d1e3ced", "colab": { "base_uri": "https://localhost:8080/", - "height": 261 + "height": 595 + }, + "outputId": "e6a0e09a-a68f-4f1d-c66e-04469b836504" + }, + "source": [ + "df.isnull().sum()" + ], + "execution_count": 13, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "id 0\n", + "diagnosis 0\n", + "radius_mean 0\n", + "texture_mean 0\n", + "perimeter_mean 0\n", + "area_mean 0\n", + "smoothness_mean 0\n", + "compactness_mean 0\n", + "concavity_mean 0\n", + "concave points_mean 0\n", + "symmetry_mean 0\n", + "fractal_dimension_mean 0\n", + "radius_se 0\n", + "texture_se 0\n", + "perimeter_se 0\n", + "area_se 0\n", + "smoothness_se 0\n", + "compactness_se 0\n", + "concavity_se 0\n", + "concave points_se 0\n", + "symmetry_se 0\n", + "fractal_dimension_se 0\n", + "radius_worst 0\n", + "texture_worst 0\n", + "perimeter_worst 0\n", + "area_worst 0\n", + "smoothness_worst 0\n", + "compactness_worst 0\n", + "concavity_worst 0\n", + "concave points_worst 0\n", + "symmetry_worst 0\n", + "fractal_dimension_worst 0\n", + "Unnamed: 32 569\n", + "dtype: int64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 13 } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "86MHoPJon_aC", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 241 + }, + "outputId": "91b2726f-2504-416a-f487-b10d4613ed2c" }, "source": [ - "df = df.drop('diagnosis', axis=1)\n", + "df = df.drop(['id','diagnosis', 'Unnamed: 32'], axis=1)\n", "df.head()" ], - "execution_count": 0, + "execution_count": 14, "outputs": [ { "output_type": "execute_result", @@ -349,7 +468,6 @@ " \n", "5 rows × 32 columns
\n", "" ], "text/plain": [ - " id radius_mean texture_mean perimeter_mean area_mean \\\n", - "0 842302 17.99 10.38 122.80 1001.0 \n", - "1 842517 20.57 17.77 132.90 1326.0 \n", - "2 84300903 19.69 21.25 130.00 1203.0 \n", - "3 84348301 11.42 20.38 77.58 386.1 \n", - "4 84358402 20.29 14.34 135.10 1297.0 \n", - "\n", - " smoothness_mean compactness_mean concavity_mean concave points_mean \\\n", - "0 0.11840 0.27760 0.3001 0.14710 \n", - "1 0.08474 0.07864 0.0869 0.07017 \n", - "2 0.10960 0.15990 0.1974 0.12790 \n", - "3 0.14250 0.28390 0.2414 0.10520 \n", - "4 0.10030 0.13280 0.1980 0.10430 \n", + " radius_mean texture_mean ... symmetry_worst fractal_dimension_worst\n", + "0 17.99 10.38 ... 0.4601 0.11890\n", + "1 20.57 17.77 ... 0.2750 0.08902\n", + "2 19.69 21.25 ... 0.3613 0.08758\n", + "3 11.42 20.38 ... 0.6638 0.17300\n", + "4 20.29 14.34 ... 0.2364 0.07678\n", "\n", - " symmetry_mean ... texture_worst perimeter_worst area_worst \\\n", - "0 0.2419 ... 17.33 184.60 2019.0 \n", - "1 0.1812 ... 23.41 158.80 1956.0 \n", - "2 0.2069 ... 25.53 152.50 1709.0 \n", - "3 0.2597 ... 26.50 98.87 567.7 \n", - "4 0.1809 ... 16.67 152.20 1575.0 \n", - "\n", - " smoothness_worst compactness_worst concavity_worst concave points_worst \\\n", - "0 0.1622 0.6656 0.7119 0.2654 \n", - "1 0.1238 0.1866 0.2416 0.1860 \n", - "2 0.1444 0.4245 0.4504 0.2430 \n", - "3 0.2098 0.8663 0.6869 0.2575 \n", - "4 0.1374 0.2050 0.4000 0.1625 \n", - "\n", - " symmetry_worst fractal_dimension_worst Unnamed: 32 \n", - "0 0.4601 0.11890 NaN \n", - "1 0.2750 0.08902 NaN \n", - "2 0.3613 0.08758 NaN \n", - "3 0.6638 0.17300 NaN \n", - "4 0.2364 0.07678 NaN \n", - "\n", - "[5 rows x 32 columns]" + "[5 rows x 30 columns]" ] }, "metadata": { "tags": [] }, - "execution_count": 2 + "execution_count": 14 } ] }, @@ -562,70 +706,1239 @@ "metadata": { "id": "U92Y3jNKPpjJ", "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 731 + }, + "outputId": "2c99cda2-20a0-495a-90fd-b8cb59ad7a2a" + }, + "source": [ + "# Perform K-Means Clustering on the Dataset\n", + "print(df.shape)\n", + "print(df.dtypes)\n", + "df.columns" + ], + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "text": [ + "(569, 30)\n", + "radius_mean float64\n", + "texture_mean float64\n", + "perimeter_mean float64\n", + "area_mean float64\n", + "smoothness_mean float64\n", + "compactness_mean float64\n", + "concavity_mean float64\n", + "concave points_mean float64\n", + "symmetry_mean float64\n", + "fractal_dimension_mean float64\n", + "radius_se float64\n", + "texture_se float64\n", + "perimeter_se float64\n", + "area_se float64\n", + "smoothness_se float64\n", + "compactness_se float64\n", + "concavity_se float64\n", + "concave points_se float64\n", + "symmetry_se float64\n", + "fractal_dimension_se float64\n", + "radius_worst float64\n", + "texture_worst float64\n", + "perimeter_worst float64\n", + "area_worst float64\n", + "smoothness_worst float64\n", + "compactness_worst float64\n", + "concavity_worst float64\n", + "concave points_worst float64\n", + "symmetry_worst float64\n", + "fractal_dimension_worst float64\n", + "dtype: object\n" + ], + "name": "stdout" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Index(['radius_mean', 'texture_mean', 'perimeter_mean', 'area_mean',\n", + " 'smoothness_mean', 'compactness_mean', 'concavity_mean',\n", + " 'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean',\n", + " 'radius_se', 'texture_se', 'perimeter_se', 'area_se', 'smoothness_se',\n", + " 'compactness_se', 'concavity_se', 'concave points_se', 'symmetry_se',\n", + " 'fractal_dimension_se', 'radius_worst', 'texture_worst',\n", + " 'perimeter_worst', 'area_worst', 'smoothness_worst',\n", + " 'compactness_worst', 'concavity_worst', 'concave points_worst',\n", + " 'symmetry_worst', 'fractal_dimension_worst'],\n", + " dtype='object')" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 15 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "wZiN-zEKmtEt", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 102 + }, + "outputId": "5c5c15aa-764b-43e6-8133-e896e56eb6f2" + }, + "source": [ + "print(df[df[:]>100].count().sum())\n", + "print(df[(df[:]<100) & (df[:]>1)].count().sum())\n", + "print(df[(df[:]<1) & (df[:]>.1)].count().sum())\n", + "print(df[(df[:]<.1) & (df[:]>.01)].count().sum())\n", + "print(df[df[:]<.01].count().sum())" + ], + "execution_count": 16, + "outputs": [ + { + "output_type": "stream", + "text": [ + "1610\n", + "4440\n", + "4507\n", + "4938\n", + "1569\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "N1ewNIsyqHVx", + "colab_type": "code", "colab": {} }, "source": [ - "# Perform K-Means Clustering on the Dataset" + "sum_of_squared_distances = []\n", + "K = range(1,7)\n", + "for k in K:\n", + " km = KMeans(n_clusters = k)\n", + " km = km.fit(df)\n", + " sum_of_squared_distances.append(km.inertia_)" ], - "execution_count": 0, + "execution_count": 17, "outputs": [] }, { - "cell_type": "markdown", + "cell_type": "code", "metadata": { - "id": "7ghqYSxrP_FE", - "colab_type": "text" + "id": "U70OHvm6rKfb", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 295 + }, + "outputId": "ad0f8ee9-38db-420c-832b-eba4a2355869" }, "source": [ - "## Check you work: \n", - "\n", - "This is something that in a truly unsupervised learning situation **WOULD NOT BE POSSIBLE**. But for educational purposes go back and grab the true diagnosis column (label) from the original dataset. Take your cluster labels and compare them to the original diagnosis column. You can make scatterplots for each to see how they compare or you can calculate a percent accuracy score like: \n", - "\\begin{align}\n", - "\\frac{\\text{Num Correct Labels}}{\\text{Num Total Observations}}\n", - "\\end{align}" + "plt.plot(K, sum_of_squared_distances, 'bx-')\n", + "plt.xlabel('k')\n", + "plt.ylabel('Sum_of_squared_distances')\n", + "plt.title('Elbow Method For Optimal k')\n", + "plt.show()" + ], + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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|---|---|---|---|
| 0 | \n", + "4.119029 | \n", + "-2.417175 | \n", + "0.930435 | \n", + "
| 1 | \n", + "-2.246583 | \n", + "-0.036333 | \n", + "0.019178 | \n", + "
| 2 | \n", + "3.891174 | \n", + "3.272322 | \n", + "0.853933 | \n", + "