├── .gitignore ├── A Real-Life Massive Machine Learning Pipeline with scikit-learn ├── Massive Machine Learning Pipelines with scikit-learn.ipynb ├── README.md ├── data │ ├── data_description.txt │ ├── submissions │ │ └── 20190710 │ │ │ ├── sub01.csv │ │ │ ├── sub02.csv │ │ │ ├── sub03.csv │ │ │ └── sub04.csv │ ├── test.csv │ └── train.csv ├── images │ ├── dir.png │ ├── final_pipeline.png │ └── simple_columntransformer.png └── models │ └── minipipeline_ridge.joblib ├── Pandas to sklearn ├── Pandas to sklearn.ipynb ├── README.md ├── data │ └── housing │ │ ├── data_description.txt │ │ ├── submissions │ │ └── sub1.csv │ │ ├── test.csv │ │ └── train.csv └── images │ └── kfold.png └── README.md /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store 2 | .ipynb_checkpoints 3 | -------------------------------------------------------------------------------- /A Real-Life Massive Machine Learning Pipeline with scikit-learn/README.md: -------------------------------------------------------------------------------- 1 | # A Real-Life Massive Machine Learning Pipeline 2 | 3 | This tutorial walks you through building a machine learning pipeline with pandas and scikit-learn. There are numerous tools used to stack together all of the components for feature engineering, training, and validation. 4 | 5 | ## Become an Expert 6 | 7 | If you are looking for a comprehensive path to help you become an expert at the python data science ecosystem, check out the following books I wrote. 8 | 9 | * [Master the Fundamentals of Python][1] 10 | * [Master Data Analysis with Python][2] 11 | * [Master Machine Learning with Python][3] 12 | 13 | ## Get started for free 14 | 15 | Sample my material by taking my [free Intro to Pandas class][4]. 16 | 17 | [1]: https://www.dunderdata.com/master-the-fundamentals-of-python 18 | [2]: https://www.dunderdata.com/master-data-analysis-with-python 19 | [3]: https://www.dunderdata.com/master-machine-learning-with-python 20 | [4]: https://www.dunderdata.com/intro-to-pandas -------------------------------------------------------------------------------- /A Real-Life Massive Machine Learning Pipeline with scikit-learn/data/data_description.txt: -------------------------------------------------------------------------------- 1 | MSSubClass: Identifies the type of dwelling involved in the sale. 2 | 3 | 20 1-STORY 1946 & NEWER ALL STYLES 4 | 30 1-STORY 1945 & OLDER 5 | 40 1-STORY W/FINISHED ATTIC ALL AGES 6 | 45 1-1/2 STORY - UNFINISHED ALL AGES 7 | 50 1-1/2 STORY FINISHED ALL AGES 8 | 60 2-STORY 1946 & NEWER 9 | 70 2-STORY 1945 & OLDER 10 | 75 2-1/2 STORY ALL AGES 11 | 80 SPLIT OR MULTI-LEVEL 12 | 85 SPLIT FOYER 13 | 90 DUPLEX - ALL STYLES AND AGES 14 | 120 1-STORY PUD (Planned Unit Development) - 1946 & NEWER 15 | 150 1-1/2 STORY PUD - ALL AGES 16 | 160 2-STORY PUD - 1946 & NEWER 17 | 180 PUD - MULTILEVEL - INCL SPLIT LEV/FOYER 18 | 190 2 FAMILY CONVERSION - ALL STYLES AND AGES 19 | 20 | MSZoning: Identifies the general zoning classification of the sale. 21 | 22 | A Agriculture 23 | C Commercial 24 | FV Floating Village Residential 25 | I Industrial 26 | RH Residential High Density 27 | RL Residential Low Density 28 | RP Residential Low Density Park 29 | RM Residential Medium Density 30 | 31 | LotFrontage: Linear feet of street connected to property 32 | 33 | LotArea: Lot size in square feet 34 | 35 | Street: Type of road access to property 36 | 37 | Grvl Gravel 38 | Pave Paved 39 | 40 | Alley: Type of alley access to property 41 | 42 | Grvl Gravel 43 | Pave Paved 44 | NA No alley access 45 | 46 | LotShape: General shape of property 47 | 48 | Reg Regular 49 | IR1 Slightly irregular 50 | IR2 Moderately Irregular 51 | IR3 Irregular 52 | 53 | LandContour: Flatness of the property 54 | 55 | Lvl Near Flat/Level 56 | Bnk Banked - Quick and significant rise from street grade to building 57 | HLS Hillside - Significant slope from side to side 58 | Low Depression 59 | 60 | Utilities: Type of utilities available 61 | 62 | AllPub All public Utilities (E,G,W,& S) 63 | NoSewr Electricity, Gas, and Water (Septic Tank) 64 | NoSeWa Electricity and Gas Only 65 | ELO Electricity only 66 | 67 | LotConfig: Lot configuration 68 | 69 | Inside Inside lot 70 | Corner Corner lot 71 | CulDSac Cul-de-sac 72 | FR2 Frontage on 2 sides of property 73 | FR3 Frontage on 3 sides of property 74 | 75 | LandSlope: Slope of property 76 | 77 | Gtl Gentle slope 78 | Mod Moderate Slope 79 | Sev Severe Slope 80 | 81 | Neighborhood: Physical locations within Ames city limits 82 | 83 | Blmngtn Bloomington Heights 84 | Blueste Bluestem 85 | BrDale Briardale 86 | BrkSide Brookside 87 | ClearCr Clear Creek 88 | CollgCr College Creek 89 | Crawfor Crawford 90 | Edwards Edwards 91 | Gilbert Gilbert 92 | IDOTRR Iowa DOT and Rail Road 93 | MeadowV Meadow Village 94 | Mitchel Mitchell 95 | Names North Ames 96 | NoRidge Northridge 97 | NPkVill Northpark Villa 98 | NridgHt Northridge Heights 99 | NWAmes Northwest Ames 100 | OldTown Old Town 101 | SWISU South & West of Iowa State University 102 | Sawyer Sawyer 103 | SawyerW Sawyer West 104 | Somerst Somerset 105 | StoneBr Stone Brook 106 | Timber Timberland 107 | Veenker Veenker 108 | 109 | Condition1: Proximity to various conditions 110 | 111 | Artery Adjacent to arterial street 112 | Feedr Adjacent to feeder street 113 | Norm Normal 114 | RRNn Within 200' of North-South Railroad 115 | RRAn Adjacent to North-South Railroad 116 | PosN Near positive off-site feature--park, greenbelt, etc. 117 | PosA Adjacent to postive off-site feature 118 | RRNe Within 200' of East-West Railroad 119 | RRAe Adjacent to East-West Railroad 120 | 121 | Condition2: Proximity to various conditions (if more than one is present) 122 | 123 | Artery Adjacent to arterial street 124 | Feedr Adjacent to feeder street 125 | Norm Normal 126 | RRNn Within 200' of North-South Railroad 127 | RRAn Adjacent to North-South Railroad 128 | PosN Near positive off-site feature--park, greenbelt, etc. 129 | PosA Adjacent to postive off-site feature 130 | RRNe Within 200' of East-West Railroad 131 | RRAe Adjacent to East-West Railroad 132 | 133 | BldgType: Type of dwelling 134 | 135 | 1Fam Single-family Detached 136 | 2FmCon Two-family Conversion; originally built as one-family dwelling 137 | Duplx Duplex 138 | TwnhsE Townhouse End Unit 139 | TwnhsI Townhouse Inside Unit 140 | 141 | HouseStyle: Style of dwelling 142 | 143 | 1Story One story 144 | 1.5Fin One and one-half story: 2nd level finished 145 | 1.5Unf One and one-half story: 2nd level unfinished 146 | 2Story Two story 147 | 2.5Fin Two and one-half story: 2nd level finished 148 | 2.5Unf Two and one-half story: 2nd level unfinished 149 | SFoyer Split Foyer 150 | SLvl Split Level 151 | 152 | OverallQual: Rates the overall material and finish of the house 153 | 154 | 10 Very Excellent 155 | 9 Excellent 156 | 8 Very Good 157 | 7 Good 158 | 6 Above Average 159 | 5 Average 160 | 4 Below Average 161 | 3 Fair 162 | 2 Poor 163 | 1 Very Poor 164 | 165 | OverallCond: Rates the overall condition of the house 166 | 167 | 10 Very Excellent 168 | 9 Excellent 169 | 8 Very Good 170 | 7 Good 171 | 6 Above Average 172 | 5 Average 173 | 4 Below Average 174 | 3 Fair 175 | 2 Poor 176 | 1 Very Poor 177 | 178 | YearBuilt: Original construction date 179 | 180 | YearRemodAdd: Remodel date (same as construction date if no remodeling or additions) 181 | 182 | RoofStyle: Type of roof 183 | 184 | Flat Flat 185 | Gable Gable 186 | Gambrel Gabrel (Barn) 187 | Hip Hip 188 | Mansard Mansard 189 | Shed Shed 190 | 191 | RoofMatl: Roof material 192 | 193 | ClyTile Clay or Tile 194 | CompShg Standard (Composite) Shingle 195 | Membran Membrane 196 | Metal Metal 197 | Roll Roll 198 | Tar&Grv Gravel & Tar 199 | WdShake Wood Shakes 200 | WdShngl Wood Shingles 201 | 202 | Exterior1st: Exterior covering on house 203 | 204 | AsbShng Asbestos Shingles 205 | AsphShn Asphalt Shingles 206 | BrkComm Brick Common 207 | BrkFace Brick Face 208 | CBlock Cinder Block 209 | CemntBd Cement Board 210 | HdBoard Hard Board 211 | ImStucc Imitation Stucco 212 | MetalSd Metal Siding 213 | Other Other 214 | Plywood Plywood 215 | PreCast PreCast 216 | Stone Stone 217 | Stucco Stucco 218 | VinylSd Vinyl Siding 219 | Wd Sdng Wood Siding 220 | WdShing Wood Shingles 221 | 222 | Exterior2nd: Exterior covering on house (if more than one material) 223 | 224 | AsbShng Asbestos Shingles 225 | AsphShn Asphalt Shingles 226 | BrkComm Brick Common 227 | BrkFace Brick Face 228 | CBlock Cinder Block 229 | CemntBd Cement Board 230 | HdBoard Hard Board 231 | ImStucc Imitation Stucco 232 | MetalSd Metal Siding 233 | Other Other 234 | Plywood Plywood 235 | PreCast PreCast 236 | Stone Stone 237 | Stucco Stucco 238 | VinylSd Vinyl Siding 239 | Wd Sdng Wood Siding 240 | WdShing Wood Shingles 241 | 242 | MasVnrType: Masonry veneer type 243 | 244 | BrkCmn Brick Common 245 | BrkFace Brick Face 246 | CBlock Cinder Block 247 | None None 248 | Stone Stone 249 | 250 | MasVnrArea: Masonry veneer area in square feet 251 | 252 | ExterQual: Evaluates the quality of the material on the exterior 253 | 254 | Ex Excellent 255 | Gd Good 256 | TA Average/Typical 257 | Fa Fair 258 | Po Poor 259 | 260 | ExterCond: Evaluates the present condition of the material on the exterior 261 | 262 | Ex Excellent 263 | Gd Good 264 | TA Average/Typical 265 | Fa Fair 266 | Po Poor 267 | 268 | Foundation: Type of foundation 269 | 270 | BrkTil Brick & Tile 271 | CBlock Cinder Block 272 | PConc Poured Contrete 273 | Slab Slab 274 | Stone Stone 275 | Wood Wood 276 | 277 | BsmtQual: Evaluates the height of the basement 278 | 279 | Ex Excellent (100+ inches) 280 | Gd Good (90-99 inches) 281 | TA Typical (80-89 inches) 282 | Fa Fair (70-79 inches) 283 | Po Poor (<70 inches 284 | NA No Basement 285 | 286 | BsmtCond: Evaluates the general condition of the basement 287 | 288 | Ex Excellent 289 | Gd Good 290 | TA Typical - slight dampness allowed 291 | Fa Fair - dampness or some cracking or settling 292 | Po Poor - Severe cracking, settling, or wetness 293 | NA No Basement 294 | 295 | BsmtExposure: Refers to walkout or garden level walls 296 | 297 | Gd Good Exposure 298 | Av Average Exposure (split levels or foyers typically score average or above) 299 | Mn Mimimum Exposure 300 | No No Exposure 301 | NA No Basement 302 | 303 | BsmtFinType1: Rating of basement finished area 304 | 305 | GLQ Good Living Quarters 306 | ALQ Average Living Quarters 307 | BLQ Below Average Living Quarters 308 | Rec Average Rec Room 309 | LwQ Low Quality 310 | Unf Unfinshed 311 | NA No Basement 312 | 313 | BsmtFinSF1: Type 1 finished square feet 314 | 315 | BsmtFinType2: Rating of basement finished area (if multiple types) 316 | 317 | GLQ Good Living Quarters 318 | ALQ Average Living Quarters 319 | BLQ Below Average Living Quarters 320 | Rec Average Rec Room 321 | LwQ Low Quality 322 | Unf Unfinshed 323 | NA No Basement 324 | 325 | BsmtFinSF2: Type 2 finished square feet 326 | 327 | BsmtUnfSF: Unfinished square feet of basement area 328 | 329 | TotalBsmtSF: Total square feet of basement area 330 | 331 | Heating: Type of heating 332 | 333 | Floor Floor Furnace 334 | GasA Gas forced warm air furnace 335 | GasW Gas hot water or steam heat 336 | Grav Gravity furnace 337 | OthW Hot water or steam heat other than gas 338 | Wall Wall furnace 339 | 340 | HeatingQC: Heating quality and condition 341 | 342 | Ex Excellent 343 | Gd Good 344 | TA Average/Typical 345 | Fa Fair 346 | Po Poor 347 | 348 | CentralAir: Central air conditioning 349 | 350 | N No 351 | Y Yes 352 | 353 | Electrical: Electrical system 354 | 355 | SBrkr Standard Circuit Breakers & Romex 356 | FuseA Fuse Box over 60 AMP and all Romex wiring (Average) 357 | FuseF 60 AMP Fuse Box and mostly Romex wiring (Fair) 358 | FuseP 60 AMP Fuse Box and mostly knob & tube wiring (poor) 359 | Mix Mixed 360 | 361 | 1stFlrSF: First Floor square feet 362 | 363 | 2ndFlrSF: Second floor square feet 364 | 365 | LowQualFinSF: Low quality finished square feet (all floors) 366 | 367 | GrLivArea: Above grade (ground) living area square feet 368 | 369 | BsmtFullBath: Basement full bathrooms 370 | 371 | BsmtHalfBath: Basement half bathrooms 372 | 373 | FullBath: Full bathrooms above grade 374 | 375 | HalfBath: Half baths above grade 376 | 377 | Bedroom: Bedrooms above grade (does NOT include basement bedrooms) 378 | 379 | Kitchen: Kitchens above grade 380 | 381 | KitchenQual: Kitchen quality 382 | 383 | Ex Excellent 384 | Gd Good 385 | TA Typical/Average 386 | Fa Fair 387 | Po Poor 388 | 389 | TotRmsAbvGrd: Total rooms above grade (does not include bathrooms) 390 | 391 | Functional: Home functionality (Assume typical unless deductions are warranted) 392 | 393 | Typ Typical Functionality 394 | Min1 Minor Deductions 1 395 | Min2 Minor Deductions 2 396 | Mod Moderate Deductions 397 | Maj1 Major Deductions 1 398 | Maj2 Major Deductions 2 399 | Sev Severely Damaged 400 | Sal Salvage only 401 | 402 | Fireplaces: Number of fireplaces 403 | 404 | FireplaceQu: Fireplace quality 405 | 406 | Ex Excellent - Exceptional Masonry Fireplace 407 | Gd Good - Masonry Fireplace in main level 408 | TA Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement 409 | Fa Fair - Prefabricated Fireplace in basement 410 | Po Poor - Ben Franklin Stove 411 | NA No Fireplace 412 | 413 | GarageType: Garage location 414 | 415 | 2Types More than one type of garage 416 | Attchd Attached to home 417 | Basment Basement Garage 418 | BuiltIn Built-In (Garage part of house - typically has room above garage) 419 | CarPort Car Port 420 | Detchd Detached from home 421 | NA No Garage 422 | 423 | GarageYrBlt: Year garage was built 424 | 425 | GarageFinish: Interior finish of the garage 426 | 427 | Fin Finished 428 | RFn Rough Finished 429 | Unf Unfinished 430 | NA No Garage 431 | 432 | GarageCars: Size of garage in car capacity 433 | 434 | GarageArea: Size of garage in square feet 435 | 436 | GarageQual: Garage quality 437 | 438 | Ex Excellent 439 | Gd Good 440 | TA Typical/Average 441 | Fa Fair 442 | Po Poor 443 | NA No Garage 444 | 445 | GarageCond: Garage condition 446 | 447 | Ex Excellent 448 | Gd Good 449 | TA Typical/Average 450 | Fa Fair 451 | Po Poor 452 | NA No Garage 453 | 454 | PavedDrive: Paved driveway 455 | 456 | Y Paved 457 | P Partial Pavement 458 | N Dirt/Gravel 459 | 460 | WoodDeckSF: Wood deck area in square feet 461 | 462 | OpenPorchSF: Open porch area in square feet 463 | 464 | EnclosedPorch: Enclosed porch area in square feet 465 | 466 | 3SsnPorch: Three season porch area in square feet 467 | 468 | ScreenPorch: Screen porch area in square feet 469 | 470 | PoolArea: Pool area in square feet 471 | 472 | PoolQC: Pool quality 473 | 474 | Ex Excellent 475 | Gd Good 476 | TA Average/Typical 477 | Fa Fair 478 | NA No Pool 479 | 480 | Fence: Fence quality 481 | 482 | GdPrv Good Privacy 483 | MnPrv Minimum Privacy 484 | GdWo Good Wood 485 | MnWw Minimum Wood/Wire 486 | NA No Fence 487 | 488 | MiscFeature: Miscellaneous feature not covered in other categories 489 | 490 | Elev Elevator 491 | Gar2 2nd Garage (if not described in garage section) 492 | Othr Other 493 | Shed Shed (over 100 SF) 494 | TenC Tennis Court 495 | NA None 496 | 497 | MiscVal: $Value of miscellaneous feature 498 | 499 | MoSold: Month Sold (MM) 500 | 501 | YrSold: Year Sold (YYYY) 502 | 503 | SaleType: Type of sale 504 | 505 | WD Warranty Deed - Conventional 506 | CWD Warranty Deed - Cash 507 | VWD Warranty Deed - VA Loan 508 | New Home just constructed and sold 509 | COD Court Officer Deed/Estate 510 | Con Contract 15% Down payment regular terms 511 | ConLw Contract Low Down payment and low interest 512 | ConLI Contract Low Interest 513 | ConLD Contract Low Down 514 | Oth Other 515 | 516 | SaleCondition: Condition of sale 517 | 518 | Normal Normal Sale 519 | Abnorml Abnormal Sale - trade, foreclosure, short sale 520 | AdjLand Adjoining Land Purchase 521 | Alloca Allocation - two linked properties with separate deeds, typically condo with a garage unit 522 | Family Sale between family members 523 | Partial Home was not completed when last assessed (associated with New Homes) 524 | -------------------------------------------------------------------------------- /A Real-Life Massive Machine Learning Pipeline with scikit-learn/data/submissions/20190710/sub01.csv: -------------------------------------------------------------------------------- 1 | Id,SalePrice 2 | 1461,132549.05709853966 3 | 1462,151506.41270501385 4 | 1463,172053.6938849742 5 | 1464,182112.6292252491 6 | 1465,255906.3864377075 7 | 1466,180759.4009165653 8 | 1467,157388.26937499864 9 | 1468,169197.64858451235 10 | 1469,181009.3659295125 11 | 1470,115944.0371669053 12 | 1471,172467.54535700352 13 | 1472,101328.52677077132 14 | 1473,99510.3397097497 15 | 1474,151912.3430177142 16 | 1475,133295.13077607134 17 | 1476,390438.4843919546 18 | 1477,286384.6442666645 19 | 1478,344440.5155850412 20 | 1479,281212.0233529472 21 | 1480,402626.10100722197 22 | 1481,301381.98934224143 23 | 1482,259449.56184735912 24 | 1483,165555.6748136583 25 | 1484,172737.4119606779 26 | 1485,181936.452378101 27 | 1486,200309.32381534574 28 | 1487,356561.1715954682 29 | 1488,248507.3566747312 30 | 1489,189885.393200965 31 | 1490,178505.3759076925 32 | 1491,196962.57458087296 33 | 1492,135531.58930955973 34 | 1493,153201.62755042076 35 | 1494,327356.3264860355 36 | 1495,314824.43708246853 37 | 1496,197387.55662779164 38 | 1497,205994.80994048482 39 | 1498,180480.41361103978 40 | 1499,177864.40774633255 41 | 1500,165339.7976672211 42 | 1501,178633.28364470144 43 | 1502,179320.18782537594 44 | 1503,240481.3650070888 45 | 1504,250249.30944197244 46 | 1505,199026.66205462237 47 | 1506,189529.0787920575 48 | 1507,220045.30727137643 49 | 1508,196257.0810103374 50 | 1509,170107.90639585865 51 | 1510,140626.60231632198 52 | 1511,138160.1053970311 53 | 1512,155363.07669954345 54 | 1513,177175.44878726368 55 | 1514,148571.78160786722 56 | 1515,194868.18038360102 57 | 1516,175711.3900462847 58 | 1517,141810.96962776623 59 | 1518,159281.3293498886 60 | 1519,183481.66849466096 61 | 1520,132794.7499129825 62 | 1521,136652.78486943705 63 | 1522,173955.40043531658 64 | 1523,125972.27487896029 65 | 1524,122044.34067085966 66 | 1525,119475.23439051647 67 | 1526,116502.61876630328 68 | 1527,127143.65427157884 69 | 1528,137270.231780283 70 | 1529,139951.85018604976 71 | 1530,155479.72844205686 72 | 1531,127184.35606650272 73 | 1532,77767.11117537852 74 | 1533,121568.67141300326 75 | 1534,112090.27340221271 76 | 1535,121836.27566477878 77 | 1536,106604.14547900454 78 | 1537,96686.91902061604 79 | 1538,176459.76693616962 80 | 1539,223967.4758015731 81 | 1540,142470.61265819872 82 | 1541,139439.2271452375 83 | 1542,143713.0400182659 84 | 1543,194557.73730869827 85 | 1544,89481.44693432288 86 | 1545,124652.26098303165 87 | 1546,142145.65964610345 88 | 1547,142875.8616837418 89 | 1548,141286.8623323107 90 | 1549,127620.83317156974 91 | 1550,145078.39928018278 92 | 1551,105469.08500834178 93 | 1552,144585.1014641845 94 | 1553,116908.86271028522 95 | 1554,113072.16566380305 96 | 1555,193071.8444863549 97 | 1556,160116.4876367512 98 | 1557,105170.38024496926 99 | 1558,106616.10486899134 100 | 1559,126942.77229320006 101 | 1560,138243.11873786605 102 | 1561,141964.79742205725 103 | 1562,121472.13528892642 104 | 1563,111917.18498518462 105 | 1564,154389.76128926364 106 | 1565,148820.44919175358 107 | 1566,220153.54138784608 108 | 1567,108089.78097299817 109 | 1568,222433.94606624247 110 | 1569,122243.97742745337 111 | 1570,123782.23432863972 112 | 1571,117921.82564352843 113 | 1572,115284.72612422513 114 | 1573,197029.06687050321 115 | 1574,131658.89642497426 116 | 1575,188602.62471209856 117 | 1576,215393.92823756416 118 | 1577,196029.5218961537 119 | 1578,172888.28159985464 120 | 1579,145120.775231095 121 | 1580,206901.09786520727 122 | 1581,139200.68943117032 123 | 1582,136187.5667371677 124 | 1583,263432.2621828286 125 | 1584,226464.03951113965 126 | 1585,143789.85414890863 127 | 1586,63387.596174319595 128 | 1587,104401.06957217112 129 | 1588,119170.21707587948 130 | 1589,111545.92966176332 131 | 1590,119888.09337645436 132 | 1591,82279.47845779239 133 | 1592,114425.28727068407 134 | 1593,106402.20218385207 135 | 1594,158422.7608032732 136 | 1595,117871.06394218736 137 | 1596,234348.00131549922 138 | 1597,213357.48692923487 139 | 1598,218618.14958239096 140 | 1599,186194.89561407274 141 | 1600,190800.11818184255 142 | 1601,56895.74722585303 143 | 1602,121236.00175427037 144 | 1603,85856.11919463823 145 | 1604,258842.4260388256 146 | 1605,243724.13258936297 147 | 1606,154792.72293355793 148 | 1607,208668.61118467888 149 | 1608,220189.26647670896 150 | 1609,190609.63225811237 151 | 1610,170570.61707008225 152 | 1611,147367.38483645042 153 | 1612,159730.00097317432 154 | 1613,157370.6739312703 155 | 1614,97493.11182577239 156 | 1615,86500.68661377183 157 | 1616,86500.68661377183 158 | 1617,98793.71944842805 159 | 1618,119799.60002376673 160 | 1619,125038.38977992105 161 | 1620,206230.85958054714 162 | 1621,149021.4086223607 163 | 1622,150693.23972133163 164 | 1623,226841.88263615736 165 | 1624,185349.1130626075 166 | 1625,135705.87492524166 167 | 1626,161322.88636669144 168 | 1627,180331.61488792865 169 | 1628,268013.22359733994 170 | 1629,191073.9541857305 171 | 1630,317008.3717730312 172 | 1631,265598.15889462386 173 | 1632,279060.45026876836 174 | 1633,181743.24525755693 175 | 1634,174614.76606480565 176 | 1635,172600.71130098432 177 | 1636,155215.51248354593 178 | 1637,188430.82358695357 179 | 1638,216422.80281171587 180 | 1639,175570.12082753633 181 | 1640,242342.1892218505 182 | 1641,177071.5269114467 183 | 1642,216668.05126269028 184 | 1643,246764.71232147908 185 | 1644,242772.5530994599 186 | 1645,167931.41195470456 187 | 1646,150920.8987753966 188 | 1647,172803.88135316398 189 | 1648,139448.41220594643 190 | 1649,129564.43889990656 191 | 1650,116875.31092283329 192 | 1651,116875.31092283329 193 | 1652,101328.52677077132 194 | 1653,102360.10994570752 195 | 1654,156298.49220028915 196 | 1655,149409.78031413248 197 | 1656,151912.3430177142 198 | 1657,156298.49220028915 199 | 1658,151912.3430177142 200 | 1659,134885.48817076464 201 | 1660,142021.39026162526 202 | 1661,407136.6827428646 203 | 1662,395321.26171846845 204 | 1663,376784.1932116123 205 | 1664,425499.34066156275 206 | 1665,360579.41818522324 207 | 1666,292235.9949112954 208 | 1667,308086.13947489375 209 | 1668,369223.16542803467 210 | 1669,348956.2136965365 211 | 1670,357586.3383551964 212 | 1671,244345.21284486272 213 | 1672,392533.2994339593 214 | 1673,321343.83479619253 215 | 1674,288503.04122478946 216 | 1675,212233.21103402993 217 | 1676,215248.1666270705 218 | 1677,230177.38456716502 219 | 1678,429293.58356186503 220 | 1679,301064.4411541102 221 | 1680,352609.01820284105 222 | 1681,323002.0938001233 223 | 1682,274334.94103872206 224 | 1683,226236.88172899562 225 | 1684,180620.16915231216 226 | 1685,170104.94579617327 227 | 1686,174593.77176360803 228 | 1687,181614.30768359406 229 | 1688,197861.82090612617 230 | 1689,193644.87096555237 231 | 1690,187541.95484466056 232 | 1691,180232.77283343623 233 | 1692,252853.1436894766 234 | 1693,181694.84385722078 235 | 1694,170731.10258878767 236 | 1695,179770.1634889655 237 | 1696,255850.7397524815 238 | 1697,184915.30437777052 239 | 1698,341744.6749592041 240 | 1699,315397.1935293962 241 | 1700,273535.85664599086 242 | 1701,315201.69347615854 243 | 1702,272090.9494536123 244 | 1703,245092.93041566288 245 | 1704,262200.17924907705 246 | 1705,238470.26395414854 247 | 1706,368759.3426063262 248 | 1707,198514.4550144612 249 | 1708,195660.21558310807 250 | 1709,336836.5636357201 251 | 1710,243154.55248633982 252 | 1711,263928.81267751334 253 | 1712,244072.3202962771 254 | 1713,212275.84608277012 255 | 1714,205742.5699570236 256 | 1715,212108.6244474644 257 | 1716,177920.34952016454 258 | 1717,169610.37371007167 259 | 1718,133001.93710198256 260 | 1719,207306.38688550825 261 | 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461 | 1920,169216.6815759786 462 | 1921,360617.5207217976 463 | 1922,335274.0479026558 464 | 1923,223843.75275529642 465 | 1924,214839.75784848485 466 | 1925,232003.9650007658 467 | 1926,362742.4018050783 468 | 1927,135579.44379895405 469 | 1928,159939.0160670515 470 | 1929,120027.96460116074 471 | 1930,143169.21635999918 472 | 1931,135906.03234336968 473 | 1932,143755.28449395395 474 | 1933,187220.7099475977 475 | 1934,179496.6233605419 476 | 1935,168416.71245444714 477 | 1936,179059.1034965461 478 | 1937,192941.07837274327 479 | 1938,156174.91276801535 480 | 1939,276098.1054281612 481 | 1940,255745.31409045402 482 | 1941,180489.65562766817 483 | 1942,179842.58685503493 484 | 1943,257618.55399869804 485 | 1944,336044.10902909224 486 | 1945,365625.6303193262 487 | 1946,174294.84522492433 488 | 1947,348120.14806685585 489 | 1948,187781.4796992851 490 | 1949,198837.38832109194 491 | 1950,181724.93211102468 492 | 1951,217427.13063080196 493 | 1952,200558.60863310646 494 | 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528 | 1987,177568.47813212435 529 | 1988,172265.98278999995 530 | 1989,198555.00333569114 531 | 1990,215072.5023791372 532 | 1991,229170.68239683076 533 | 1992,210500.31058942142 534 | 1993,179460.45925474894 535 | 1994,226085.88891531265 536 | 1995,197694.38794300315 537 | 1996,304956.22227485717 538 | 1997,381554.2625547387 539 | 1998,320622.2338309131 540 | 1999,276520.5305785383 541 | 2000,333528.1892147239 542 | 2001,286348.58438373235 543 | 2002,211871.52633016737 544 | 2003,269598.2506336594 545 | 2004,271746.4055274459 546 | 2005,223067.46246060551 547 | 2006,222910.11840141568 548 | 2007,242633.30436146836 549 | 2008,191509.1627240598 550 | 2009,182149.3018478364 551 | 2010,196774.57666507163 552 | 2011,136186.81853389405 553 | 2012,171293.40286688067 554 | 2013,184159.19706498942 555 | 2014,184748.0244721671 556 | 2015,215979.68439094615 557 | 2016,184776.18617469107 558 | 2017,199453.82727974106 559 | 2018,122309.783328493 560 | 2019,118337.4343737794 561 | 2020,114360.26258870018 562 | 2021,111543.91402196174 563 | 2022,202651.92119488842 564 | 2023,158188.76857886414 565 | 2024,283370.11181525234 566 | 2025,410042.29785879503 567 | 2026,185812.80980822394 568 | 2027,161490.6895989189 569 | 2028,189838.6768464488 570 | 2029,188198.63279685087 571 | 2030,309622.06817068416 572 | 2031,296133.624438563 573 | 2032,299674.5953951477 574 | 2033,303876.1461470867 575 | 2034,189190.92676597144 576 | 2035,218006.07186365596 577 | 2036,228912.08769393413 578 | 2037,229913.27392039145 579 | 2038,379850.8163832013 580 | 2039,255059.58275496052 581 | 2040,412779.0127877351 582 | 2041,261812.17903269647 583 | 2042,208423.36968351132 584 | 2043,167172.44652827055 585 | 2044,177890.18950879964 586 | 2045,195654.07457497166 587 | 2046,161570.16285686233 588 | 2047,148171.39974464505 589 | 2048,126708.30092703488 590 | 2049,169908.41020536105 591 | 2050,193137.8312236851 592 | 2051,122666.98130213535 593 | 2052,131352.85009935912 594 | 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2086,109628.98783674717 628 | 2087,113450.8640653657 629 | 2088,113132.2405817913 630 | 2089,76345.3962560116 631 | 2090,125189.2578576062 632 | 2091,102696.04758545248 633 | 2092,124564.28893739465 634 | 2093,126776.03542367714 635 | 2094,108113.12944040031 636 | 2095,146586.71595602608 637 | 2096,84760.71520048495 638 | 2097,84149.17111503973 639 | 2098,142725.43825995526 640 | 2099,55422.59690203253 641 | 2100,89948.37062697919 642 | 2101,129287.09626924094 643 | 2102,140377.00206486706 644 | 2103,95390.9653510164 645 | 2104,162233.5639270053 646 | 2105,106724.20641692843 647 | 2106,92140.95984296045 648 | 2107,192800.87446606733 649 | 2108,96030.99770601412 650 | 2109,91606.3065443236 651 | 2110,122844.83143829166 652 | 2111,172779.61763720837 653 | 2112,145119.86280918994 654 | 2113,119139.80707980903 655 | 2114,130828.10293851822 656 | 2115,150397.04966336288 657 | 2116,112284.2347485533 658 | 2117,160622.32825840317 659 | 2118,134664.1232476049 660 | 2119,115540.26178331951 661 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2153,129178.26885372563 695 | 2154,83862.3158814066 696 | 2155,115087.23562464264 697 | 2156,232016.61933111382 698 | 2157,197941.09442188125 699 | 2158,239292.87343442152 700 | 2159,217332.53742029847 701 | 2160,189432.26974354123 702 | 2161,260414.25516114518 703 | 2162,380240.56049995776 704 | 2163,335552.2701524331 705 | 2164,254477.13605379142 706 | 2165,200334.6769176352 707 | 2166,143393.00924106943 708 | 2167,198146.61718350116 709 | 2168,200166.02478274732 710 | 2169,208102.59593726968 711 | 2170,218202.95905174123 712 | 2171,159377.83550430211 713 | 2172,156768.79946404032 714 | 2173,170318.31747053168 715 | 2174,229450.55258143315 716 | 2175,331912.59190633276 717 | 2176,268317.91689719365 718 | 2177,255180.73802961363 719 | 2178,246043.8021973724 720 | 2179,143789.85414890863 721 | 2180,202073.48177201996 722 | 2181,200871.63338347958 723 | 2182,221733.72837562344 724 | 2183,190814.0934739544 725 | 2184,107086.45486328987 726 | 2185,116520.8784605325 727 | 2186,129242.20922566373 728 | 2187,133894.11029207893 729 | 2188,138350.45307272882 730 | 2189,259186.70741692855 731 | 2190,91473.44918650131 732 | 2191,82485.9075583944 733 | 2192,73566.43967488117 734 | 2193,93275.67278765624 735 | 2194,97159.61343304544 736 | 2195,105333.41303924951 737 | 2196,107242.35399907832 738 | 2197,107039.99982242346 739 | 2198,148327.44823973582 740 | 2199,160366.9439576519 741 | 2200,173739.38014715386 742 | 2201,172471.90968882627 743 | 2202,221362.70330213025 744 | 2203,202106.12646931817 745 | 2204,193415.5199647957 746 | 2205,165881.77896989242 747 | 2206,169470.47992114633 748 | 2207,283138.2522804631 749 | 2208,236690.22651755434 750 | 2209,201430.49591629743 751 | 2210,128290.3262872551 752 | 2211,93790.46936647431 753 | 2212,104279.8851030516 754 | 2213,89896.68038382298 755 | 2214,124700.27973338643 756 | 2215,91720.4102186492 757 | 2216,144252.48091623455 758 | 2217,80869.51231743759 759 | 2218,98881.32264047314 760 | 2219,84114.23747577598 761 | 2220,76519.043548609 762 | 2221,258937.777108012 763 | 2222,226723.6465996012 764 | 2223,242933.25642941994 765 | 2224,211498.44286499394 766 | 2225,174100.46126708298 767 | 2226,156336.76342392198 768 | 2227,209709.5146729511 769 | 2228,264503.84355241415 770 | 2229,257822.8066031955 771 | 2230,170475.26600089582 772 | 2231,232846.97786454222 773 | 2232,190956.26687255263 774 | 2233,181669.42979559 775 | 2234,236748.33833309205 776 | 2235,196835.1891524696 777 | 2236,250261.77020298567 778 | 2237,280118.7414432004 779 | 2238,195523.84651755507 780 | 2239,116150.21834331594 781 | 2240,147417.41609486594 782 | 2241,156424.93924629263 783 | 2242,114168.48226884505 784 | 2243,126731.38450829289 785 | 2244,94308.2728059137 786 | 2245,94308.2728059137 787 | 2246,134793.6047064243 788 | 2247,102455.27417521368 789 | 2248,113614.36015724845 790 | 2249,115037.21874726481 791 | 2250,127154.87458833477 792 | 2251,137717.32564628558 793 | 2252,168488.29526258493 794 | 2253,164925.10577790203 795 | 2254,182988.5448472229 796 | 2255,183845.73770657743 797 | 2256,186534.17497652338 798 | 2257,208028.91605623954 799 | 2258,176377.9933871195 800 | 2259,177877.12391081513 801 | 2260,146791.75405492712 802 | 2261,249772.26857021265 803 | 2262,256593.32075116382 804 | 2263,339855.202772268 805 | 2264,406142.41314499173 806 | 2265,182024.6385697815 807 | 2266,348080.0095235342 808 | 2267,314824.71726861823 809 | 2268,399499.27304402064 810 | 2269,158807.47031903782 811 | 2270,182951.20868030793 812 | 2271,209724.79315550058 813 | 2272,208274.14780143768 814 | 2273,152450.94760685827 815 | 2274,160151.4050331628 816 | 2275,180408.11213827395 817 | 2276,193629.46994996836 818 | 2277,183188.8141390658 819 | 2278,150322.50544623152 820 | 2279,119658.14796103637 821 | 2280,106511.09476809167 822 | 2281,156134.09529640325 823 | 2282,171932.93110711014 824 | 2283,106334.45790305795 825 | 2284,112341.5752618019 826 | 2285,144208.88180716254 827 | 2286,122802.00837580817 828 | 2287,359963.53528143634 829 | 2288,288264.60021544906 830 | 2289,300929.3030811503 831 | 2290,404122.85121075227 832 | 2291,312189.48377741536 833 | 2292,390889.39218903775 834 | 2293,404178.16941936256 835 | 2294,404349.40818917874 836 | 2295,433635.4316494209 837 | 2296,298934.4288140639 838 | 2297,308884.448611028 839 | 2298,368707.35746445076 840 | 2299,346311.30780269403 841 | 2300,310684.4501483096 842 | 2301,289808.17256212793 843 | 2302,249259.0995832445 844 | 2303,270744.8032606895 845 | 2304,288157.7255384768 846 | 2305,210723.5645224325 847 | 2306,210723.5645224325 848 | 2307,211150.72147658633 849 | 2308,269451.72162985534 850 | 2309,334480.1776854147 851 | 2310,246084.74110903495 852 | 2311,226236.88172899562 853 | 2312,178208.40898938064 854 | 2313,168329.24774799158 855 | 2314,199929.94208356 856 | 2315,172607.83025307851 857 | 2316,180746.22061677588 858 | 2317,163362.53828494594 859 | 2318,185469.68636989468 860 | 2319,193120.35899935922 861 | 2320,176689.8282583063 862 | 2321,233560.77367449866 863 | 2322,176802.68353242817 864 | 2323,186896.91574112145 865 | 2324,182741.81411436843 866 | 2325,194572.98613389517 867 | 2326,183012.77905830598 868 | 2327,208342.16533671285 869 | 2328,213170.16747893806 870 | 2329,181829.45241607822 871 | 2330,180450.33329280626 872 | 2331,344596.9748391719 873 | 2332,435261.0904524168 874 | 2333,335475.4492183224 875 | 2334,287123.6184838597 876 | 2335,305303.30385817925 877 | 2336,343596.22838513163 878 | 2337,193348.07455619224 879 | 2338,245501.86519983975 880 | 2339,228698.8309385387 881 | 2340,374938.1093812541 882 | 2341,195958.33638851973 883 | 2342,228808.99690328477 884 | 2343,204932.51606858513 885 | 2344,220800.9975538354 886 | 2345,256514.6108558652 887 | 2346,221718.97654813674 888 | 2347,190437.627411353 889 | 2348,243019.80819514018 890 | 2349,176292.9170624817 891 | 2350,265925.7204679776 892 | 2351,233758.44457066982 893 | 2352,248978.02715620922 894 | 2353,236687.93614113436 895 | 2354,130236.75609557661 896 | 2355,148902.13075137834 897 | 2356,147731.14656838003 898 | 2357,196672.7209021683 899 | 2358,206237.16627998068 900 | 2359,149791.4946472642 901 | 2360,114510.69664025964 902 | 2361,138524.12143238005 903 | 2362,277491.7950146676 904 | 2363,132818.9758584838 905 | 2364,145264.6878360937 906 | 2365,224680.5453074297 907 | 2366,224890.6500223991 908 | 2367,242351.5921186325 909 | 2368,185153.6215414677 910 | 2369,247368.82783101388 911 | 2370,176254.50904286036 912 | 2371,179687.1475335712 913 | 2372,198237.53854010857 914 | 2373,258147.65897058081 915 | 2374,298334.81188604934 916 | 2375,268387.33313929144 917 | 2376,265761.7480037682 918 | 2377,310880.34788606747 919 | 2378,147651.23267522713 920 | 2379,214546.52280336345 921 | 2380,149177.01233121022 922 | 2381,161548.75998187577 923 | 2382,193997.58896583944 924 | 2383,187998.63974468526 925 | 2384,210893.0183426796 926 | 2385,150596.18757563143 927 | 2386,138622.9695283435 928 | 2387,124067.24320361114 929 | 2388,137100.77327941573 930 | 2389,131072.2729430097 931 | 2390,138191.78355340558 932 | 2391,144960.15898334578 933 | 2392,114084.2848644143 934 | 2393,162798.32586467557 935 | 2394,138650.26473065515 936 | 2395,195920.739794912 937 | 2396,152093.32609514758 938 | 2397,170340.4559525084 939 | 2398,123952.2901087213 940 | 2399,62092.69532834506 941 | 2400,62323.66555353126 942 | 2401,102897.06116899276 943 | 2402,128034.71675729955 944 | 2403,166185.97779451963 945 | 2404,144656.14455608866 946 | 2405,157851.14193753607 947 | 2406,125567.55507612876 948 | 2407,114430.84882767784 949 | 2408,137595.41426642326 950 | 2409,117684.79727822474 951 | 2410,172053.5358943782 952 | 2411,115327.80547749477 953 | 2412,143281.34937681197 954 | 2413,130668.73061242966 955 | 2414,127108.82616545034 956 | 2415,165259.29909454242 957 | 2416,129699.52643012916 958 | 2417,129378.85232939717 959 | 2418,113023.53658627659 960 | 2419,139274.52224103594 961 | 2420,118914.87175534629 962 | 2421,142086.41665396784 963 | 2422,95813.47526493124 964 | 2423,100191.46659535207 965 | 2424,161018.4461403885 966 | 2425,258489.16189833562 967 | 2426,112582.72772496339 968 | 2427,106438.15320936918 969 | 2428,182409.1037916762 970 | 2429,117913.99830222853 971 | 2430,131897.13168623843 972 | 2431,132016.2063493488 973 | 2432,119929.37620340893 974 | 2433,128360.28085165334 975 | 2434,131191.16249031806 976 | 2435,139190.5716003378 977 | 2436,115046.4348493356 978 | 2437,111477.65057728229 979 | 2438,114894.0017951393 980 | 2439,103830.39255133741 981 | 2440,128677.83690801359 982 | 2441,89776.01149157167 983 | 2442,86981.92655978931 984 | 2443,112732.56930218554 985 | 2444,116449.04216308573 986 | 2445,91407.1686229863 987 | 2446,126880.30836442692 988 | 2447,214015.22789928876 989 | 2448,136611.8844153234 990 | 2449,111665.10309061044 991 | 2450,141154.4603876759 992 | 2451,112489.42357007152 993 | 2452,201508.13480557426 994 | 2453,86635.46526282003 995 | 2454,109617.65017924561 996 | 2455,115112.63632054754 997 | 2456,132990.96179299976 998 | 2457,121503.3191771501 999 | 2458,128431.21389970508 1000 | 2459,103637.85088923726 1001 | 2460,151044.75562875211 1002 | 2461,126279.30841943517 1003 | 2462,129088.43240267821 1004 | 2463,128539.62401091211 1005 | 2464,167485.86790924356 1006 | 2465,151129.93674101421 1007 | 2466,139038.25906392917 1008 | 2467,147865.82521855677 1009 | 2468,98737.75523431625 1010 | 2469,99660.86897770152 1011 | 2470,184438.45160270607 1012 | 2471,164527.4978957405 1013 | 2472,176877.88130836983 1014 | 2473,107154.74405921964 1015 | 2474,108141.04134626909 1016 | 2475,215713.9057744044 1017 | 2476,114836.41349455327 1018 | 2477,119959.57672749333 1019 | 2478,155278.4061663407 1020 | 2479,118672.4103086786 1021 | 2480,137023.43692551384 1022 | 2481,126832.88485504752 1023 | 2482,125032.08671517058 1024 | 2483,120657.56106933224 1025 | 2484,133555.7729238046 1026 | 2485,115913.35493774136 1027 | 2486,138771.92573975414 1028 | 2487,216387.6865619697 1029 | 2488,156439.8544326778 1030 | 2489,152132.44170171718 1031 | 2490,130960.31140100646 1032 | 2491,119522.49063471402 1033 | 2492,197205.576264343 1034 | 2493,136040.88538379935 1035 | 2494,153719.65559182476 1036 | 2495,110971.50539845049 1037 | 2496,254616.03512693505 1038 | 2497,144497.81449914022 1039 | 2498,97147.76826307058 1040 | 2499,99586.04375579143 1041 | 2500,105436.72221380241 1042 | 2501,117976.91997745201 1043 | 2502,124507.73202807416 1044 | 2503,112916.42718979617 1045 | 2504,188445.53926005852 1046 | 2505,209689.24199881652 1047 | 2506,257995.30032882668 1048 | 2507,275830.8007846793 1049 | 2508,262428.738287048 1050 | 2509,214678.2808023815 1051 | 2510,232796.5367567172 1052 | 2511,182376.43258098426 1053 | 2512,210290.903601411 1054 | 2513,217604.58446302402 1055 | 2514,259320.27848558218 1056 | 2515,174777.8568368219 1057 | 2516,170765.1469400236 1058 | 2517,157244.85161289506 1059 | 2518,156645.2808974627 1060 | 2519,233820.63647746734 1061 | 2520,227604.99148864864 1062 | 2521,206895.1294236494 1063 | 2522,210631.51593392377 1064 | 2523,140957.04344900502 1065 | 2524,145037.9642654034 1066 | 2525,149018.2846997333 1067 | 2526,159062.3817303322 1068 | 2527,133567.5689013922 1069 | 2528,134721.2341279246 1070 | 2529,139247.717798131 1071 | 2530,139582.06682663626 1072 | 2531,204369.26857587873 1073 | 2532,217875.75137942153 1074 | 2533,207447.85577110833 1075 | 2534,229015.98580438067 1076 | 2535,272545.05112625135 1077 | 2536,214041.1023000737 1078 | 2537,237206.14321241755 1079 | 2538,198277.49332444533 1080 | 2539,180923.72004394757 1081 | 2540,164882.14897913908 1082 | 2541,191193.42043452247 1083 | 2542,168516.5845014417 1084 | 2543,107181.38468525767 1085 | 2544,122883.81537379048 1086 | 2545,132804.73151028727 1087 | 2546,148084.5902052667 1088 | 2547,124973.908860473 1089 | 2548,179459.21869129743 1090 | 2549,131218.99475756916 1091 | 2550,505091.5742929857 1092 | 2551,137001.92876515823 1093 | 2552,105852.1122750326 1094 | 2553,82485.9075583944 1095 | 2554,99723.45400538453 1096 | 2555,102908.6026336786 1097 | 2556,88223.53793124111 1098 | 2557,100236.38463818721 1099 | 2558,162381.02175681642 1100 | 2559,168347.91942186744 1101 | 2560,166732.4396569936 1102 | 2561,173264.29327347054 1103 | 2562,172876.40801701468 1104 | 2563,173939.3484849778 1105 | 2564,204765.4868106905 1106 | 2565,184208.6650975437 1107 | 2566,179189.32322832284 1108 | 2567,178360.08244961043 1109 | 2568,201613.80581214617 1110 | 2569,194603.2562735161 1111 | 2570,128910.10823696677 1112 | 2571,206676.95487115582 1113 | 2572,181701.98385604616 1114 | 2573,226647.2236381214 1115 | 2574,306483.99517926737 1116 | 2575,130468.30955779235 1117 | 2576,108692.4250611916 1118 | 2577,139844.70272193608 1119 | 2578,75404.32128717222 1120 | 2579,74085.4212058455 1121 | 2580,128292.5857228762 1122 | 2581,108347.8173863158 1123 | 2582,89774.03374782742 1124 | 2583,257155.78214589859 1125 | 2584,160494.67241055536 1126 | 2585,160886.79131339988 1127 | 2586,185173.7628050642 1128 | 2587,186503.57241681326 1129 | 2588,165559.9041677664 1130 | 2589,149765.72733660814 1131 | 2590,209870.58702020458 1132 | 2591,227667.54656817456 1133 | 2592,213909.19205214948 1134 | 2593,241226.3461935507 1135 | 2594,190944.7465246333 1136 | 2595,230336.59512045805 1137 | 2596,264683.7237061292 1138 | 2597,196282.92612245175 1139 | 2598,255220.47646859367 1140 | 2599,369152.80265626323 1141 | 2600,189962.67763761955 1142 | 2601,144121.14583512666 1143 | 2602,97375.29258289079 1144 | 2603,96474.12292604242 1145 | 2604,88875.0839575988 1146 | 2605,98793.71944842805 1147 | 2606,143460.75503919402 1148 | 2607,165017.44843850643 1149 | 2608,176867.5484472357 1150 | 2609,159456.04346143693 1151 | 2610,100951.02175976595 1152 | 2611,155004.2410500089 1153 | 2612,161790.4127031303 1154 | 2613,118490.74707041685 1155 | 2614,118151.7105487424 1156 | 2615,165022.4228465898 1157 | 2616,137169.42963362852 1158 | 2617,201783.87177975586 1159 | 2618,173859.24766645354 1160 | 2619,197074.6334840609 1161 | 2620,172238.25482568765 1162 | 2621,196200.07947819878 1163 | 2622,185811.45867612946 1164 | 2623,252251.73166691387 1165 | 2624,239288.76738450024 1166 | 2625,328806.62059705146 1167 | 2626,158130.8197149458 1168 | 2627,249825.3422270447 1169 | 2628,409442.67745839665 1170 | 2629,464381.6733504078 1171 | 2630,394324.1142243032 1172 | 2631,440986.1815049618 1173 | 2632,410198.6713965682 1174 | 2633,346591.54491366836 1175 | 2634,374881.00842326117 1176 | 2635,156889.1488603801 1177 | 2636,201007.3997524019 1178 | 2637,182856.0953169658 1179 | 2638,240476.04681093642 1180 | 2639,185379.18060365273 1181 | 2640,147544.79926823717 1182 | 2641,117352.06626876535 1183 | 2642,176744.9602218222 1184 | 2643,114020.20544636343 1185 | 2644,117804.48078881597 1186 | 2645,103378.57475827918 1187 | 2646,99469.18092163629 1188 | 2647,106334.45790305795 1189 | 2648,134629.68564773124 1190 | 2649,136871.1913973299 1191 | 2650,144208.88180716254 1192 | 2651,152771.99566349437 1193 | 2652,404826.3136919417 1194 | 2653,276782.23831723904 1195 | 2654,261645.39341296893 1196 | 2655,373647.0119251733 1197 | 2656,371923.5502177387 1198 | 2657,358506.26422954974 1199 | 2658,295925.0043765451 1200 | 2659,305732.562590174 1201 | 2660,311443.07317798055 1202 | 2661,363186.7182166617 1203 | 2662,358332.18575017515 1204 | 2663,288160.59047775506 1205 | 2664,328929.4318196959 1206 | 2665,349964.6995091773 1207 | 2666,334561.3308271009 1208 | 2667,164085.37865764502 1209 | 2668,184566.1561857447 1210 | 2669,165602.61415960442 1211 | 2670,273348.9802399754 1212 | 2671,189603.6154461666 1213 | 2672,183178.35403659003 1214 | 2673,189599.58503438174 1215 | 2674,190933.7534914403 1216 | 2675,172723.3332537653 1217 | 2676,193712.05429800943 1218 | 2677,191329.30361460833 1219 | 2678,236582.90636751582 1220 | 2679,314819.94776750426 1221 | 2680,317416.2212356359 1222 | 2681,422490.9200833303 1223 | 2682,343659.10945935413 1224 | 2683,462963.2109613021 1225 | 2684,335429.5573515999 1226 | 2685,345715.3148059159 1227 | 2686,275312.7257243748 1228 | 2687,255440.13508403435 1229 | 2688,228748.52612157707 1230 | 2689,218256.68762049827 1231 | 2690,364355.65076329705 1232 | 2691,193303.3038464972 1233 | 2692,137316.85589572653 1234 | 2693,195596.79626959458 1235 | 2694,131714.69766796601 1236 | 2695,197102.85567046452 1237 | 2696,196726.04363040213 1238 | 2697,199862.33110558853 1239 | 2698,200702.55300461434 1240 | 2699,167217.16697642038 1241 | 2700,156094.90254228763 1242 | 2701,165931.8428743761 1243 | 2702,135190.71456005465 1244 | 2703,169592.49998342406 1245 | 2704,146021.58520082917 1246 | 2705,123765.85865929535 1247 | 2706,117038.73823775198 1248 | 2707,128431.98013658354 1249 | 2708,125586.91477844557 1250 | 2709,107008.60415899212 1251 | 2710,120770.19276142932 1252 | 2711,284913.6704859503 1253 | 2712,351683.95149938896 1254 | 2713,180191.70742986636 1255 | 2714,178960.9450419763 1256 | 2715,179205.3900598199 1257 | 2716,179320.18782537594 1258 | 2717,207697.8269555735 1259 | 2718,235374.50135727559 1260 | 2719,148875.28474487914 1261 | 2720,175737.37773827 1262 | 2721,130224.69006317084 1263 | 2722,167673.20052452016 1264 | 2723,138174.03174037332 1265 | 2724,114876.74385483323 1266 | 2725,124142.9675658642 1267 | 2726,139640.77398688288 1268 | 2727,155149.6208263248 1269 | 2728,163717.83608839018 1270 | 2729,147940.23027905863 1271 | 2730,132620.9538828557 1272 | 2731,116099.30837469465 1273 | 2732,119431.08068590394 1274 | 2733,145728.83844356803 1275 | 2734,158587.86467944374 1276 | 2735,140493.13907565566 1277 | 2736,150855.44817792583 1278 | 2737,113475.12483428084 1279 | 2738,159955.82451798287 1280 | 2739,150278.76832818642 1281 | 2740,142402.02314147202 1282 | 2741,137308.45613671225 1283 | 2742,158964.14750298532 1284 | 2743,140851.18986187462 1285 | 2744,136123.6275198204 1286 | 2745,132009.66276675992 1287 | 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1450 | 2909,187091.3139922058 1451 | 2910,64474.58963171067 1452 | 2911,97375.29258289079 1453 | 2912,145864.62766766886 1454 | 2913,98793.71944842805 1455 | 2914,86500.68661377183 1456 | 2915,86500.68661377183 1457 | 2916,98793.71944842805 1458 | 2917,150543.63631359732 1459 | 2918,109729.78182074425 1460 | 2919,215478.38009497544 1461 | -------------------------------------------------------------------------------- /A Real-Life Massive Machine Learning Pipeline with scikit-learn/data/submissions/20190710/sub02.csv: -------------------------------------------------------------------------------- 1 | Id,SalePrice 2 | 1,197926.29780936276 3 | 2,188676.62496474668 4 | 3,215050.89790276173 5 | 4,175357.5780055314 6 | 5,302651.136295688 7 | 6,160636.88206141198 8 | 7,264398.20931533416 9 | 8,205018.86789231483 10 | 9,127329.42257463522 11 | 10,131295.89231624076 12 | 11,123819.99762533336 13 | 12,409945.7918636281 14 | 13,148947.26521049495 15 | 14,229191.3117882908 16 | 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301 | 300,155150.18286989784 302 | 301,166308.00826313626 303 | 302,256807.10213420115 304 | 303,219519.4252899574 305 | 304,136265.64204603364 306 | 305,328113.5174178091 307 | 306,272237.7736516809 308 | 307,230243.54744370776 309 | 308,103329.71791862139 310 | 309,90435.61958994207 311 | 310,354938.02394112805 312 | 311,163050.09944215647 313 | 312,142872.02229724193 314 | 313,135185.4411498468 315 | 314,306658.5787114034 316 | 315,167589.8517529767 317 | 316,191046.5219978083 318 | 317,279517.5860478294 319 | 318,256574.7821328041 320 | 319,326833.7274298431 321 | 320,201088.28442939112 322 | 321,372664.2438765296 323 | 322,352528.25079732074 324 | 323,283118.4073530986 325 | 324,137085.356737108 326 | 325,238358.37090980134 327 | 326,89713.80029689918 328 | 327,278046.9917469962 329 | 328,150699.69924387676 330 | 329,155796.34577212948 331 | 330,81800.81076316642 332 | 331,142722.0305927833 333 | 332,122461.96583884225 334 | 333,278000.21728726046 335 | 334,211786.16980615462 336 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| 370,178129.0690931223 372 | 371,169583.3183581758 373 | 372,122381.53363441162 374 | 373,107817.14927918917 375 | 374,116533.8061136326 376 | 375,209617.03012015345 377 | 376,87053.47467983596 378 | 377,159148.07326293644 379 | 378,272679.13634684886 380 | 379,389842.34681526397 381 | 380,175150.90714183552 382 | 381,155744.87437263993 383 | 382,208014.1147588499 384 | 383,195873.64969139942 385 | 384,74840.0302382062 386 | 385,240530.504968332 387 | 386,190208.44286497895 388 | 387,66470.3832532496 389 | 388,126069.65292116246 390 | 389,189287.15945133942 391 | 390,382939.8929301113 392 | 391,121535.12390161809 393 | 392,225560.73903020975 394 | 393,101862.0460477529 395 | 394,93127.24045648705 396 | 395,107007.36946227863 397 | 396,136888.9553930445 398 | 397,126500.94949851056 399 | 398,155163.79061308937 400 | 399,70354.06857893542 401 | 400,189760.89228405137 402 | 401,263777.23130771646 403 | 402,207139.68701124692 404 | 403,105612.19930207924 405 | 404,274333.7675206654 406 | 405,169958.65548872683 407 | 406,148280.53834573363 408 | 407,107862.69296256427 409 | 408,175311.29021994362 410 | 409,287003.5722161302 411 | 410,324016.97066225985 412 | 411,69040.09978666881 413 | 412,122495.35133691375 414 | 413,293068.2189718166 415 | 414,97938.44995569694 416 | 415,254472.46924848203 417 | 416,193081.92142173374 418 | 417,153032.27071793986 419 | 418,257167.62272990105 420 | 419,110634.63546422162 421 | 420,140652.44489240967 422 | 421,181187.6267694297 423 | 422,200673.20931606757 424 | 423,119854.62733020747 425 | 424,318310.79365723475 426 | 425,141963.45214084757 427 | 426,130140.55501556063 428 | 427,252930.35640615923 429 | 428,114287.78499207838 430 | 429,195136.60469311618 431 | 430,171138.02503564482 432 | 431,89814.18041265971 433 | 432,83663.71841725208 434 | 433,119793.0977654982 435 | 434,174736.5499611711 436 | 435,82076.50887378956 437 | 436,233068.06264433073 438 | 437,97342.02930420377 439 | 438,124822.87582692305 440 | 439,114406.15823481244 441 | 440,115153.61841847881 442 | 441,448123.5139314396 443 | 442,108665.28981606601 444 | 443,155655.93874901382 445 | 444,202345.6482169195 446 | 445,229287.4238870332 447 | 446,150869.64028965772 448 | 447,203270.99043491523 449 | 448,222989.10000311479 450 | 449,111553.49786390996 451 | 450,131570.68229259894 452 | 451,97992.64516887834 453 | 452,264701.27000977116 454 | 453,220230.5456625919 455 | 454,206092.21712686637 456 | 455,145013.0068195792 457 | 456,160186.4483133207 458 | 457,109724.02207358336 459 | 458,250853.63407977903 460 | 459,160353.12585043357 461 | 460,103371.17253535171 462 | 461,252934.22753297165 463 | 462,144681.68945570983 464 | 463,101334.82471292268 465 | 464,176874.6218444435 466 | 465,125347.78744859312 467 | 466,165953.66069576034 468 | 467,179408.34349486983 469 | 468,163966.36101056592 470 | 469,252732.29267698157 471 | 470,179778.29873599196 472 | 471,223597.96841231984 473 | 472,189365.17687296093 474 | 473,132614.3829345784 475 | 474,359467.0528159713 476 | 475,261916.1109709399 477 | 476,149907.39053391165 478 | 477,233026.8793441421 479 | 478,360091.46537112945 480 | 479,286461.5085651268 481 | 480,108968.31697702513 482 | 481,348135.2927207366 483 | 482,377670.87612200377 484 | 483,168962.97788552084 485 | 484,154545.41022872625 486 | 485,131911.40706059843 487 | 486,147965.36878836193 488 | 487,148017.81436640368 489 | 488,184396.11170377058 490 | 489,156130.57823796596 491 | 490,92918.8682929183 492 | 491,106655.27630252148 493 | 492,145371.0574415422 494 | 493,169973.20340433638 495 | 494,157835.18786081614 496 | 495,93245.8579726019 497 | 496,50662.22661734426 498 | 497,396328.8675506426 499 | 498,182597.08113713926 500 | 499,136302.30012053403 501 | 500,121403.6294192937 502 | 501,104547.45309950056 503 | 502,201283.6992635524 504 | 503,125883.36313160822 505 | 504,256547.20087562496 506 | 505,144151.24881762668 507 | 506,138728.731433019 508 | 507,219170.96097966158 509 | 508,213544.35551072255 510 | 509,153318.50544381732 511 | 510,140037.9795264281 512 | 511,171121.09355250187 513 | 512,200712.449654656 514 | 513,106317.4221524242 515 | 514,129507.80331736992 516 | 515,103812.40308063527 517 | 516,391300.3477605289 518 | 517,182655.3207817798 519 | 518,287354.05912215856 520 | 519,204325.75316005934 521 | 520,240939.75953875977 522 | 521,91881.13048687796 523 | 522,143778.6030250449 524 | 523,170184.55840820007 525 | 524,441537.0224513763 526 | 525,300801.61945544695 527 | 526,186542.60862054757 528 | 527,136158.0690024271 529 | 528,409843.6751759178 530 | 529,97359.45987506548 531 | 530,261301.16319858198 532 | 531,172346.49282676194 533 | 532,125691.8383978621 534 | 533,99142.2887558994 535 | 534,61769.62193431417 536 | 535,202839.52646710427 537 | 536,135541.84467113257 538 | 537,200356.69495718478 539 | 538,108623.18078603043 540 | 539,151378.4303444403 541 | 540,244884.43702918082 542 | 541,345509.0421014989 543 | 542,275521.23491582193 544 | 543,213981.50647868807 545 | 544,119090.34324863298 546 | 545,214964.07973119928 547 | 546,235199.40925920394 548 | 547,186953.75814823314 549 | 548,133465.72962971934 550 | 549,111532.59068309574 551 | 550,227663.11279098463 552 | 551,130317.13321485059 553 | 552,118153.38396001628 554 | 553,285485.5766827752 555 | 554,112112.3773188508 556 | 555,270895.837646531 557 | 556,107407.08657101583 558 | 557,142826.80508695645 559 | 558,110265.0545302091 560 | 559,207456.2754846794 561 | 560,192683.41929972207 562 | 561,161326.44828515462 563 | 562,169486.11376459792 564 | 563,111709.15630315382 565 | 564,172522.63551468155 566 | 565,276133.61014141014 567 | 566,126453.19199121917 568 | 567,330504.9819748724 569 | 568,220002.6698918252 570 | 569,273778.41231790825 571 | 570,163644.4263002552 572 | 571,146775.78377127612 573 | 572,114776.81084105052 574 | 573,224076.66862354422 575 | 574,166710.19133346414 576 | 575,119901.29901280842 577 | 576,107063.51588743026 578 | 577,140361.78408018185 579 | 578,169212.56113719876 580 | 579,141447.50325141344 581 | 580,140109.15749958716 582 | 581,192572.58680245018 583 | 582,356754.3332723878 584 | 583,88841.4158181432 585 | 584,296928.70638949017 586 | 585,147005.34294496936 587 | 586,339613.4448701396 588 | 587,124305.79366915999 589 | 588,122325.97082711353 590 | 589,205096.21904262714 591 | 590,96273.7214885574 592 | 591,189467.02623334609 593 | 592,410306.25829073094 594 | 593,134759.76433544548 595 | 594,137695.52031111455 596 | 595,110706.96860049549 597 | 596,327120.2615772068 598 | 597,112959.25043862578 599 | 598,226443.79894123814 600 | 599,201391.7955012452 601 | 600,155976.8030845701 602 | 601,282910.13500411354 603 | 602,123483.91661356743 604 | 603,217595.87084731623 605 | 604,151025.00116795435 606 | 605,209408.5620911406 607 | 606,157161.47677808296 608 | 607,163125.51277063505 609 | 608,215444.3570836233 610 | 609,341143.43026639847 611 | 610,113680.83201314765 612 | 611,340190.9574058279 613 | 612,143935.78313110088 614 | 613,256311.7266822836 615 | 614,128194.03782155318 616 | 615,83730.96083365055 617 | 616,135265.1670224572 618 | 617,191571.7921169954 619 | 618,115831.3425282789 620 | 619,345368.1860350687 621 | 620,322283.5106106844 622 | 621,60014.53626475224 623 | 622,232518.54177561885 624 | 623,131423.33654925588 625 | 624,178303.8518589085 626 | 625,167084.8698353741 627 | 626,156490.77440471103 628 | 627,123194.66183425969 629 | 628,159645.37825729488 630 | 629,171482.2919676266 631 | 630,184607.99810627368 632 | 631,125851.40422030428 633 | 632,219998.64171932457 634 | 633,161529.88028074478 635 | 634,142881.5831890609 636 | 635,120568.13971413393 637 | 636,182499.45813867243 638 | 637,59249.428900506435 639 | 638,94147.43335839303 640 | 639,80094.1688650212 641 | 640,265712.43034577364 642 | 641,296565.70149488584 643 | 642,240042.22576010838 644 | 643,323660.6010978662 645 | 644,151639.5095200986 646 | 645,370287.46290453884 647 | 646,136066.25517136703 648 | 647,103635.14900945043 649 | 648,152693.7157062847 650 | 649,153357.4896379884 651 | 650,78513.02556901562 652 | 651,192801.76445698406 653 | 652,104872.14337372247 654 | 653,201937.42248589662 655 | 654,141769.45224784614 656 | 655,354634.811585004 657 | 656,95773.62290240332 658 | 657,146533.4669252494 659 | 658,158600.93256473355 660 | 659,117043.40877691879 661 | 660,163479.2234905321 662 | 661,198011.95656434406 663 | 662,362158.50389285537 664 | 663,133717.9225077918 665 | 664,128166.72690261301 666 | 665,367955.91314282175 667 | 666,210355.591584982 668 | 667,152732.2713689585 669 | 668,204972.56281054294 670 | 669,163309.9608501213 671 | 670,133918.56173271965 672 | 671,176297.1767721812 673 | 672,115362.5310026591 674 | 673,182819.69447384134 675 | 674,246517.91946031424 676 | 675,145968.28051555858 677 | 676,141736.57951291182 678 | 677,102910.02142795116 679 | 678,104528.78761329624 680 | 679,338816.21301488415 681 | 680,121513.57020100107 682 | 681,121568.03858896707 683 | 682,110013.77656245773 684 | 683,183022.49268656183 685 | 684,288410.3928171088 686 | 685,231128.52317891922 687 | 686,213205.98765330776 688 | 687,233193.49473501337 689 | 688,152774.4640944559 690 | 689,260846.0466593959 691 | 690,197480.72559784562 692 | 691,156820.3136648668 693 | 692,599364.0997357112 694 | 693,310455.5435768225 695 | 694,100136.75699448709 696 | 695,141035.55784407485 697 | 696,171817.63591600044 698 | 697,95170.05898220518 699 | 698,146489.89637690503 700 | 699,131660.30130457637 701 | 700,195343.07186601948 702 | 701,310910.5460385474 703 | 702,140737.65408839838 704 | 703,381197.5118651493 705 | 704,132039.13566010527 706 | 705,215005.97571688076 707 | 706,54177.199315265054 708 | 707,294412.9192126766 709 | 708,223213.31122732942 710 | 709,191332.08690257146 711 | 710,105805.06102103024 712 | 711,89290.73904169502 713 | 712,104986.79692043396 714 | 713,207964.6770535243 715 | 714,123944.16965829386 716 | 715,162740.32559930766 717 | 716,152265.2716809386 718 | 717,177340.8823743415 719 | 718,151988.89033187306 720 | 719,323169.7640085028 721 | 720,151525.40378443187 722 | 721,268449.2497252421 723 | 722,138774.25912638413 724 | 723,125413.96578810393 725 | 724,143765.25103991255 726 | 725,297075.06777128566 727 | 726,113691.54662038534 728 | 727,243751.99932172918 729 | 728,188916.43189360094 730 | 729,161296.8521986898 731 | 730,101600.79034973671 732 | 731,252357.80914968293 733 | 732,208729.3503589217 734 | 733,225773.8701931189 735 | 734,136010.06610771344 736 | 735,110889.10974415785 737 | 736,181661.3413906927 738 | 737,79395.36127851756 739 | 738,238483.40483720176 740 | 739,173015.43969676283 741 | 740,188281.38150874386 742 | 741,116316.46054326263 743 | 742,141377.90103870648 744 | 743,167868.20673139693 745 | 744,164049.29163042043 746 | 745,218571.63094201387 747 | 746,322426.98700113443 748 | 747,234602.96224477072 749 | 748,232320.12812876177 750 | 749,265014.04791659897 751 | 750,89245.39012940723 752 | 751,82353.4082032855 753 | 752,156963.80263468926 754 | 753,218135.4549535761 755 | 754,285497.7592817375 756 | 755,145000.0606492855 757 | 756,165493.8689349642 758 | 757,208996.82207680377 759 | 758,155240.79197038125 760 | 759,156525.1348276559 761 | 760,320506.9096765679 762 | 761,126170.62227087092 763 | 762,93969.79496220729 764 | 763,224134.67551087023 765 | 764,321358.4979688878 766 | 765,276598.28810588183 767 | 766,270612.58709231287 768 | 767,179569.53787311306 769 | 768,178236.08073013206 770 | 769,213463.81554716785 771 | 770,482187.8588616766 772 | 771,138725.68377530985 773 | 772,122744.22929482101 774 | 773,119464.30733911753 775 | 774,104047.33365436926 776 | 775,299805.75809000654 777 | 776,160990.0396240063 778 | 777,245007.4635037557 779 | 778,132035.7363806226 780 | 779,159631.6061303438 781 | 780,155192.09671322518 782 | 781,169763.88534300297 783 | 782,174981.87216209163 784 | 783,186909.27859276053 785 | 784,156847.0260602557 786 | 785,132578.11364852477 787 | 786,165843.01291821562 788 | 787,141672.19090333115 789 | 788,224521.50041685643 790 | 789,112908.46557866377 791 | 790,196447.46036202268 792 | 791,159949.51926080347 793 | 792,155865.3167857117 794 | 793,264539.7970412108 795 | 794,220158.99495979317 796 | 795,202962.07828614573 797 | 796,170006.4361393493 798 | 797,146096.11403305084 799 | 798,93016.6483014031 800 | 799,470486.2176992645 801 | 800,177663.8113033017 802 | 801,219158.1895513336 803 | 802,136303.08351242068 804 | 803,190477.57268716843 805 | 804,458415.8765078342 806 | 805,104739.061522539 807 | 806,222127.85462477081 808 | 807,123194.43575216539 809 | 808,197586.21441899065 810 | 809,149516.65422043862 811 | 810,129080.90646238976 812 | 811,182561.480170865 813 | 812,165822.6556983497 814 | 813,78064.24332930284 815 | 814,156178.13511132047 816 | 815,109281.13940683563 817 | 816,202244.7217099951 818 | 817,145717.08266359722 819 | 818,275429.0650050197 820 | 819,145650.9055428523 821 | 820,232429.90386162378 822 | 821,184711.69525765517 823 | 822,81155.51121018165 824 | 823,199914.052764877 825 | 824,145226.12870909215 826 | 825,221999.81043738825 827 | 826,338731.59666670475 828 | 827,106564.17442686675 829 | 828,205891.79799944896 830 | 829,211195.1776876037 831 | 830,152795.0900078368 832 | 831,175961.89097646478 833 | 832,142736.3623618335 834 | 833,231134.04216829836 835 | 834,149371.66804318535 836 | 835,134994.7194618333 837 | 836,141654.36389973573 838 | 837,131395.69242750143 839 | 838,92621.78807427753 840 | 839,152905.4520486796 841 | 840,114649.37090115214 842 | 841,133519.70527995817 843 | 842,151243.2709265503 844 | 843,176877.2818999309 845 | 844,142108.10001544762 846 | 845,151245.47718788774 847 | 846,177228.31696924687 848 | 847,203986.90784555653 849 | 848,143721.80706569942 850 | 849,244283.25416621336 851 | 850,184372.18854074148 852 | 851,141419.28707425733 853 | 852,202293.5981199557 854 | 853,187919.44988060524 855 | 854,168705.7400757973 856 | 855,187358.03236633708 857 | 856,154208.281741224 858 | 857,145037.51831914898 859 | 858,159005.4094866236 860 | 859,146968.23242418678 861 | 860,237625.267075094 862 | 861,174348.09023182862 863 | 862,130887.36943439151 864 | 863,149111.83231615645 865 | 864,142594.79359927113 866 | 865,222026.661178293 867 | 866,126061.90132359839 868 | 867,236462.6407132317 869 | 868,138541.36159041408 870 | 869,170710.53553165618 871 | 870,223113.8833438607 872 | 871,89314.72279007075 873 | 872,179732.26034930447 874 | 873,122672.31999181426 875 | 874,128656.03903343956 876 | 875,85434.3699457098 877 | 876,297806.15842268354 878 | 877,146097.1414691573 879 | 878,372128.8482147318 880 | 879,139217.3295790984 881 | 880,143648.61645461517 882 | 881,159533.60852594164 883 | 882,199497.91345343966 884 | 883,161633.63079924343 885 | 884,132992.31678573877 886 | 885,106441.05635404818 887 | 886,275391.43853286543 888 | 887,144933.27835274863 889 | 888,143756.4311433371 890 | 889,269962.29430565564 891 | 890,148405.158025077 892 | 891,114373.87684570218 893 | 892,158536.1205638678 894 | 893,142296.28162699632 895 | 894,156121.315211616 896 | 895,116019.5584411798 897 | 896,155715.06558765334 898 | 897,101614.8411696337 899 | 898,140543.83036977536 900 | 899,457578.6253446802 901 | 900,132051.21058225445 902 | 901,118154.84712583039 903 | 902,148975.7399680816 904 | 903,181311.86731415923 905 | 904,245395.0873473531 906 | 905,121589.20408692013 907 | 906,121094.78736651094 908 | 907,255291.04963206244 909 | 908,250088.97757640338 910 | 909,138424.11927230388 911 | 910,162925.43886885382 912 | 911,136579.52491824038 913 | 912,157702.6183552325 914 | 913,100477.44127756744 915 | 914,172620.49178980364 916 | 915,193319.79634508461 917 | 916,77174.88286146574 918 | 917,64815.2668203818 919 | 918,137180.76277869774 920 | 919,268157.7664350693 921 | 920,182230.87144423305 922 | 921,201204.81502901728 923 | 922,141243.29149614784 924 | 923,190817.9207460341 925 | 924,180400.501153663 926 | 925,200331.1831432278 927 | 926,173857.0889376241 928 | 927,325037.26634366554 929 | 928,177363.1826925312 930 | 929,250165.1429274581 931 | 930,213315.1297703918 932 | 931,227353.55463802887 933 | 932,123422.84760160622 934 | 933,321198.83498629637 935 | 934,194960.96312304545 936 | 935,231663.28826228145 937 | 936,100933.27979190828 938 | 937,187109.00489322143 939 | 938,219676.86190825066 940 | 939,241460.3749647123 941 | 940,243092.57991394907 942 | 941,176197.28354961006 943 | 942,212734.14501975744 944 | 943,136919.644389706 945 | 944,127864.50896400739 946 | 945,161261.88428091042 947 | 946,147185.00182188427 948 | 947,136688.18269710723 949 | 948,258746.88260753523 950 | 949,191969.43063115343 951 | 950,182495.0996176283 952 | 951,133978.84437581355 953 | 952,131682.97737932316 954 | 953,135050.59137285763 955 | 954,172718.23968984798 956 | 955,122572.48202978444 957 | 956,162350.30428273752 958 | 957,133868.83861613218 959 | 958,136123.71024346154 960 | 959,191384.71197574094 961 | 960,170118.01645624088 962 | 961,138369.16654586498 963 | 962,248834.93212850802 964 | 963,169645.04743415205 965 | 964,266892.9545335071 966 | 965,211229.40368053544 967 | 966,183500.95650631835 968 | 967,156906.75617999962 969 | 968,138640.81589551535 970 | 969,74370.924307289 971 | 970,136109.58675528993 972 | 971,88141.53369955995 973 | 972,187279.27031734196 974 | 973,119038.81015144674 975 | 974,188936.06735831316 976 | 975,167990.8933298787 977 | 976,170651.6465058412 978 | 977,98184.18227488149 979 | 978,184738.1320469788 980 | 979,94959.85852622351 981 | 980,120117.16179031946 982 | 981,187790.9139044444 983 | 982,338543.54954035045 984 | 983,178907.93819263054 985 | 984,241637.256378051 986 | 985,123075.53838128695 987 | 986,110329.3300557581 988 | 987,124733.0070030696 989 | 988,391800.572741744 990 | 989,190853.7640159967 991 | 990,194846.76546930516 992 | 991,313904.91908725095 993 | 992,172600.94444070282 994 | 993,203898.93630183084 995 | 994,165366.7408801438 996 | 995,364908.54707471956 997 | 996,120171.74188319957 998 | 997,133682.61526659736 999 | 998,164635.33643355395 1000 | 999,80560.82277920141 1001 | 1000,196531.64286874776 1002 | 1001,70325.34275566955 1003 | 1002,101337.17477101315 1004 | 1003,248650.6278348054 1005 | 1004,128933.72311237718 1006 | 1005,179830.9944857257 1007 | 1006,145433.35327602757 1008 | 1007,146000.8441448713 1009 | 1008,81992.99329190135 1010 | 1009,238595.49426529784 1011 | 1010,109184.69159531005 1012 | 1011,124183.92439870414 1013 | 1012,105766.4138624711 1014 | 1013,187525.8067715133 1015 | 1014,75462.1245813462 1016 | 1015,112599.48204207672 1017 | 1016,220395.8893912098 1018 | 1017,241493.57418489538 1019 | 1018,202192.69515349562 1020 | 1019,164185.10384904695 1021 | 1020,204932.42531063058 1022 | 1021,161467.5126863834 1023 | 1022,215830.71071390845 1024 | 1023,97545.20982358995 1025 | 1024,181251.28527200568 1026 | 1025,297063.25712929445 1027 | 1026,121025.0024863813 1028 | 1027,155758.91339824008 1029 | 1028,288158.7915443806 1030 | 1029,105841.74046693508 1031 | 1030,121194.22164714786 1032 | 1031,146447.52823696402 1033 | 1032,212914.46579516365 1034 | 1033,312562.0673331091 1035 | 1034,231815.91550567007 1036 | 1035,114343.33585846135 1037 | 1036,66900.6806470373 1038 | 1037,339589.0620728157 1039 | 1038,244929.06924241106 1040 | 1039,93421.55187933528 1041 | 1040,80953.49438159473 1042 | 1041,144026.59308402843 1043 | 1042,168211.36875611785 1044 | 1043,187441.104372661 1045 | 1044,254428.7019518197 1046 | 1045,294967.69958925666 1047 | 1046,161249.5302401592 1048 | 1047,431819.26834939624 1049 | 1048,151530.8769216307 1050 | 1049,129886.82258159187 1051 | 1050,96746.55917433137 1052 | 1051,178872.53190367838 1053 | 1052,180980.46230216892 1054 | 1053,166546.56779400387 1055 | 1054,145769.39796528145 1056 | 1055,245366.84053665638 1057 | 1056,175531.1434137418 1058 | 1057,215927.41597181073 1059 | 1058,244663.29118230677 1060 | 1059,380970.85300364497 1061 | 1060,215033.2549760923 1062 | 1061,233095.04324647773 1063 | 1062,96037.3040000686 1064 | 1063,117262.37768292228 1065 | 1064,116381.96354288739 1066 | 1065,163750.8809102043 1067 | 1066,287354.5358348234 1068 | 1067,172019.29165026106 1069 | 1068,204452.63632572244 1070 | 1069,183539.85045800463 1071 | 1070,124942.26064692774 1072 | 1071,136151.28136034968 1073 | 1072,154092.31419633073 1074 | 1073,107890.5772498978 1075 | 1074,121804.1350146807 1076 | 1075,205295.75594316595 1077 | 1076,208234.84209707382 1078 | 1077,164260.62798511807 1079 | 1078,134075.50909162775 1080 | 1079,144871.6264630872 1081 | 1080,136320.50952392502 1082 | 1081,174496.27391565728 1083 | 1082,116894.56739242675 1084 | 1083,185324.83223203337 1085 | 1084,160442.48037046098 1086 | 1085,190076.85557428616 1087 | 1086,149796.45419376108 1088 | 1087,83223.19991154695 1089 | 1088,254601.99133078346 1090 | 1089,123920.95914239979 1091 | 1090,198896.8560703483 1092 | 1091,98178.5510307946 1093 | 1092,163598.37357870385 1094 | 1093,153616.28052033694 1095 | 1094,150358.98826191048 1096 | 1095,143064.6619943762 1097 | 1096,175948.1103494438 1098 | 1097,128933.25712364934 1099 | 1098,177472.548389358 1100 | 1099,128370.8609002963 1101 | 1100,164221.07132866487 1102 | 1101,58132.199672480245 1103 | 1102,107877.09773883916 1104 | 1103,133234.32022672307 1105 | 1104,164050.98503001517 1106 | 1105,109391.46023184259 1107 | 1106,335914.147903921 1108 | 1107,186756.64050735463 1109 | 1108,223708.98179333616 1110 | 1109,166152.3585597412 1111 | 1110,299429.68308192864 1112 | 1111,195640.7315413368 1113 | 1112,198020.93989682474 1114 | 1113,120935.2066319108 1115 | 1114,132665.40820489428 1116 | 1115,117366.04244893629 1117 | 1116,321289.6587153987 1118 | 1117,213264.43972708788 1119 | 1118,122986.1490704031 1120 | 1119,129752.99313861148 1121 | 1120,131769.4611909783 1122 | 1121,106426.55438325371 1123 | 1122,241940.82149519544 1124 | 1123,79864.05798379728 1125 | 1124,106355.44583439322 1126 | 1125,165693.04345526476 1127 | 1126,112492.5485278739 1128 | 1127,193720.88795508276 1129 | 1128,224873.09837236366 1130 | 1129,212963.54549710813 1131 | 1130,138607.2711722565 1132 | 1131,162965.26892364316 1133 | 1132,108106.40967996424 1134 | 1133,137823.62252311697 1135 | 1134,236384.26794599404 1136 | 1135,176708.78673490512 1137 | 1136,99670.40739436436 1138 | 1137,110682.63471575128 1139 | 1138,98478.97952836176 1140 | 1139,227583.25573271146 1141 | 1140,101667.20835440981 1142 | 1141,137644.97126206913 1143 | 1142,185905.38151132353 1144 | 1143,381664.28646889026 1145 | 1144,99704.84174353615 1146 | 1145,85304.61082732971 1147 | 1146,129509.87995952135 1148 | 1147,177885.0205618788 1149 | 1148,166086.1087798821 1150 | 1149,112435.05643298305 1151 | 1150,153856.3758144381 1152 | 1151,128661.36290588335 1153 | 1152,152945.52228351924 1154 | 1153,226984.3365408304 1155 | 1154,126080.37796810627 1156 | 1155,225309.46196243644 1157 | 1156,223340.03060859418 1158 | 1157,184412.3455931744 1159 | 1158,210307.9962971871 1160 | 1159,222993.1120597759 1161 | 1160,210612.90669240395 1162 | 1161,145460.36924496706 1163 | 1162,221332.7589782027 1164 | 1163,123159.09616338086 1165 | 1164,111013.66536535339 1166 | 1165,191192.65643615447 1167 | 1166,232304.5724227223 1168 | 1167,241602.5965244166 1169 | 1168,189194.11724515006 1170 | 1169,192263.58136372056 1171 | 1170,522247.1585299964 1172 | 1171,142014.93039642012 1173 | 1172,167127.89160088668 1174 | 1173,162419.2962706019 1175 | 1174,222984.18347482674 1176 | 1175,235202.73418035475 1177 | 1176,304946.69556506886 1178 | 1177,115587.35657223282 1179 | 1178,92432.40240581555 1180 | 1179,144731.62196478696 1181 | 1180,85338.43847128114 1182 | 1181,217907.45043708198 1183 | 1182,308379.5880707165 1184 | 1183,565096.1937039443 1185 | 1184,125113.50467132092 1186 | 1185,223780.0792493185 1187 | 1186,114644.36728417975 1188 | 1187,83187.26704411498 1189 | 1188,289298.2137129926 1190 | 1189,182524.78020587843 1191 | 1190,181916.4022318388 1192 | 1191,176417.21860859127 1193 | 1192,181012.85703638062 1194 | 1193,132965.23141227127 1195 | 1194,159928.1121764609 1196 | 1195,155296.06795953654 1197 | 1196,160726.18889514293 1198 | 1197,246710.64793912106 1199 | 1198,137979.81911532203 1200 | 1199,178960.4277921716 1201 | 1200,143110.57586058835 1202 | 1201,107081.45114957809 1203 | 1202,187164.87399245624 1204 | 1203,137462.18913795793 1205 | 1204,186640.66296712818 1206 | 1205,152341.73191904655 1207 | 1206,261280.60778072366 1208 | 1207,133820.1846357802 1209 | 1208,214412.69632309073 1210 | 1209,136637.2065503097 1211 | 1210,286302.0756709485 1212 | 1211,193001.27831693846 1213 | 1212,195463.3671712885 1214 | 1213,88936.74679257823 1215 | 1214,164188.05493316572 1216 | 1215,124332.95982778215 1217 | 1216,113819.4275926562 1218 | 1217,117908.85443536637 1219 | 1218,248144.27671745262 1220 | 1219,73076.8284959276 1221 | 1220,95930.19269550132 1222 | 1221,100070.69666526158 1223 | 1222,118736.68337936609 1224 | 1223,153810.81449833253 1225 | 1224,143926.988486626 1226 | 1225,198087.6869408457 1227 | 1226,140263.49523313277 1228 | 1227,224468.82795473048 1229 | 1228,134342.8427893477 1230 | 1229,362647.42916765995 1231 | 1230,135848.97775400575 1232 | 1231,182538.0649274734 1233 | 1232,144040.8146472534 1234 | 1233,95710.38637510891 1235 | 1234,134420.27466574282 1236 | 1235,132268.5173861003 1237 | 1236,154647.19858456086 1238 | 1237,175263.53663017994 1239 | 1238,203785.67538960557 1240 | 1239,139429.37868941386 1241 | 1240,237338.05812782334 1242 | 1241,206778.20766819012 1243 | 1242,242009.17949512688 1244 | 1243,188155.81924374358 1245 | 1244,399899.86858662055 1246 | 1245,212729.1289235288 1247 | 1246,214737.67738632037 1248 | 1247,199110.99956368213 1249 | 1248,161024.51775033525 1250 | 1249,138878.19918268753 1251 | 1250,121324.09900653215 1252 | 1251,269376.651789831 1253 | 1252,184730.2684204033 1254 | 1253,116357.43783046777 1255 | 1254,276406.0383101693 1256 | 1255,177876.35496719377 1257 | 1256,125172.41145726264 1258 | 1257,309396.45475974085 1259 | 1258,84750.9072354023 1260 | 1259,206355.11400617077 1261 | 1260,148762.38517325773 1262 | 1261,173808.78673465963 1263 | 1262,124214.73430264532 1264 | 1263,140664.9500575243 1265 | 1264,175238.56830379576 1266 | 1265,156559.18339278793 1267 | 1266,181990.42417441733 1268 | 1267,107802.42960868742 1269 | 1268,365050.7595144301 1270 | 1269,369732.7755857812 1271 | 1270,125971.24654468935 1272 | 1271,237205.52885360766 1273 | 1272,158012.8090426987 1274 | 1273,133245.7988161899 1275 | 1274,173284.55741876314 1276 | 1275,150430.15301600753 1277 | 1276,140166.06762518795 1278 | 1277,155903.4873349053 1279 | 1278,199654.243367363 1280 | 1279,233907.36290923465 1281 | 1280,82548.78393773227 1282 | 1281,202160.20223713748 1283 | 1282,196689.91375111404 1284 | 1283,148354.85985950308 1285 | 1284,134933.40258986616 1286 | 1285,196276.93367795885 1287 | 1286,145903.2350386594 1288 | 1287,151320.34669011264 1289 | 1288,186139.72365484954 1290 | 1289,264712.94002176845 1291 | 1290,298158.0603289582 1292 | 1291,158244.66973496103 1293 | 1292,123782.25927828407 1294 | 1293,128322.41636269225 1295 | 1294,192977.9693650027 1296 | 1295,116972.46984478654 1297 | 1296,128122.68591330109 1298 | 1297,139522.54933445944 1299 | 1298,148127.74469135684 1300 | 1299,423703.8373564351 1301 | 1300,174981.02958572604 1302 | 1301,232387.30936721514 1303 | 1302,165086.30229786504 1304 | 1303,324616.52265325014 1305 | 1304,232452.40319447673 1306 | 1305,126725.5888675327 1307 | 1306,344775.097751618 1308 | 1307,198669.20822921486 1309 | 1308,143654.17031244715 1310 | 1309,152798.46658810976 1311 | 1310,165068.97232963704 1312 | 1311,296343.9111533775 1313 | 1312,203868.7667741225 1314 | 1313,331520.73685501725 1315 | 1314,342002.820371951 1316 | 1315,123291.07751573535 1317 | 1316,203468.1096088835 1318 | 1317,300343.06736190454 1319 | 1318,203918.21123243053 1320 | 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1909,133989.16841458026 451 | 1910,117698.3268771708 452 | 1911,240586.68888679869 453 | 1912,306147.57940173236 454 | 1913,114420.71131801144 455 | 1914,54433.70118801858 456 | 1915,296469.0656742677 457 | 1916,69501.61702598108 458 | 1917,230452.7289100978 459 | 1918,136327.37693491633 460 | 1919,160679.6054232931 461 | 1920,145449.725330467 462 | 1921,374605.8073980382 463 | 1922,321400.1412484878 464 | 1923,229385.59992060778 465 | 1924,235985.60342976966 466 | 1925,186670.16763749957 467 | 1926,365021.3357844139 468 | 1927,134765.013407109 469 | 1928,160486.71814761424 470 | 1929,105876.74441026639 471 | 1930,128362.77747954351 472 | 1931,130259.22610483402 473 | 1932,133266.69005586536 474 | 1933,202547.9281770685 475 | 1934,180901.2016603827 476 | 1935,171489.0178917926 477 | 1936,193790.00357747453 478 | 1937,183317.96686762132 479 | 1938,176650.29620281054 480 | 1939,256800.8909938805 481 | 1940,183978.6682677649 482 | 1941,164101.67987940222 483 | 1942,162553.6503466444 484 | 1943,232182.83761308662 485 | 1944,393299.5177376594 486 | 1945,429291.08695256256 487 | 1946,145623.7689265422 488 | 1947,224120.39685766707 489 | 1948,164032.0786089811 490 | 1949,257362.1741899827 491 | 1950,184723.99735403547 492 | 1951,244825.12389338232 493 | 1952,202079.65589249256 494 | 1953,171378.96393508618 495 | 1954,182710.50651678036 496 | 1955,129227.2041909111 497 | 1956,364196.7549707325 498 | 1957,142967.9142416218 499 | 1958,275408.64070965734 500 | 1959,140178.50951492827 501 | 1960,115854.72702132507 502 | 1961,119360.79362601775 503 | 1962,93916.45544415254 504 | 1963,103648.89080266176 505 | 1964,106832.74129426807 506 | 1965,145524.21168281473 507 | 1966,132716.31250939652 508 | 1967,284002.0870054188 509 | 1968,423574.37423544994 510 | 1969,386848.2088093661 511 | 1970,423214.6526164446 512 | 1971,466349.21862929343 513 | 1972,380799.48927768867 514 | 1973,286423.16360316094 515 | 1974,353056.3456405715 516 | 1975,525118.3227519592 517 | 1976,296342.3520894467 518 | 1977,350445.90839699 519 | 1978,353838.8611897805 520 | 1979,349999.13294389466 521 | 1980,199982.01046029283 522 | 1981,369343.9101154842 523 | 1982,217051.9540905776 524 | 1983,202982.98549451097 525 | 1984,166322.27236685765 526 | 1985,229264.94099560642 527 | 1986,210389.43893683702 528 | 1987,185592.31234273408 529 | 1988,174240.8028308074 530 | 1989,183218.00411401424 531 | 1990,207203.29223518143 532 | 1991,250299.47210307908 533 | 1992,211187.87953310792 534 | 1993,168508.706273496 535 | 1994,224514.3056415806 536 | 1995,180636.5771666076 537 | 1996,269229.3437680024 538 | 1997,316657.7988638836 539 | 1998,295583.45754663495 540 | 1999,267029.67697214073 541 | 2000,342694.4507653053 542 | 2001,285954.55619225226 543 | 2002,236785.70994506916 544 | 2003,249969.9277142461 545 | 2004,277558.0968111858 546 | 2005,229181.4726672402 547 | 2006,245144.6143388988 548 | 2007,250854.30137117908 549 | 2008,244716.05710094326 550 | 2009,207278.28594924862 551 | 2010,195326.20097462344 552 | 2011,135060.9519112318 553 | 2012,174502.05270937295 554 | 2013,189032.67834240376 555 | 2014,184065.13737699788 556 | 2015,218823.76728236675 557 | 2016,201735.58474073128 558 | 2017,189549.6984255147 559 | 2018,109154.79179497031 560 | 2019,130328.8780560497 561 | 2020,96248.2693080311 562 | 2021,97184.79854909479 563 | 2022,212461.88403196976 564 | 2023,137105.5895034977 565 | 2024,297057.4790688397 566 | 2025,347875.1936104408 567 | 2026,178493.23093159794 568 | 2027,167890.24178062426 569 | 2028,142972.97479412824 570 | 2029,170172.98944804957 571 | 2030,277067.57608709374 572 | 2031,238252.5699697834 573 | 2032,264004.174754753 574 | 2033,260714.9261803868 575 | 2034,173381.4209983707 576 | 2035,232007.60634398262 577 | 2036,200565.45798060283 578 | 2037,221160.6935725777 579 | 2038,312018.71814184514 580 | 2039,221209.5991157505 581 | 2040,271327.3153333286 582 | 2041,307860.0028183957 583 | 2042,207426.29035311713 584 | 2043,184437.75307580864 585 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2077,166403.22175805477 619 | 2078,137300.62174277182 620 | 2079,136103.41747987815 621 | 2080,119622.6111107195 622 | 2081,133616.9057530922 623 | 2082,129315.24208237775 624 | 2083,151908.97928982598 625 | 2084,122796.20952026638 626 | 2085,114288.39975813447 627 | 2086,107508.91287175605 628 | 2087,119591.70285612479 629 | 2088,88814.75463225387 630 | 2089,78793.14530908501 631 | 2090,125177.91416522552 632 | 2091,111404.08947044307 633 | 2092,114013.88905761104 634 | 2093,108330.16464890908 635 | 2094,96030.3419294474 636 | 2095,151317.927238322 637 | 2096,86500.56206829434 638 | 2097,93062.36811809895 639 | 2098,139951.94427671738 640 | 2099,58813.75716863474 641 | 2100,72461.19666192541 642 | 2101,110995.2251035528 643 | 2102,103584.57679737669 644 | 2103,104352.10922842192 645 | 2104,119033.31704357926 646 | 2105,134001.83925925478 647 | 2106,81976.16529738897 648 | 2107,175898.0430214997 649 | 2108,117044.6173594474 650 | 2109,114833.93080455373 651 | 2110,115282.64127865044 652 | 2111,116614.2170437248 653 | 2112,127996.6615809494 654 | 2113,113841.5888145989 655 | 2114,135407.12158337916 656 | 2115,161624.01425505622 657 | 2116,99393.45951695731 658 | 2117,154869.8226052104 659 | 2118,127133.64788297632 660 | 2119,113877.05874917199 661 | 2120,116477.94499260317 662 | 2121,94810.23592709194 663 | 2122,126584.77507674426 664 | 2123,97672.32946413907 665 | 2124,154460.929327383 666 | 2125,122496.09049528824 667 | 2126,158895.82719707306 668 | 2127,147412.22840141103 669 | 2128,118162.84710839305 670 | 2129,84080.5443153236 671 | 2130,131610.8506978827 672 | 2131,122076.37167130152 673 | 2132,118525.79160013278 674 | 2133,120455.48736545931 675 | 2134,121056.14437216028 676 | 2135,98551.5400766117 677 | 2136,81151.28636963527 678 | 2137,112616.36221018065 679 | 2138,124066.32399070286 680 | 2139,144092.2344952653 681 | 2140,135322.7855578876 682 | 2141,159081.06388089983 683 | 2142,127063.13199269239 684 | 2143,137149.48216481274 685 | 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752 | 2211,117377.97024884322 753 | 2212,115295.3892654797 754 | 2213,110622.14659724665 755 | 2214,137312.0086780228 756 | 2215,112527.77822135361 757 | 2216,139904.48111448207 758 | 2217,69416.97742362987 759 | 2218,70252.07164581693 760 | 2219,67737.80124938604 761 | 2220,59040.31620856437 762 | 2221,296115.62064028974 763 | 2222,277485.94921483245 764 | 2223,292287.70316660707 765 | 2224,206545.0851112691 766 | 2225,127955.56636219822 767 | 2226,173369.64057393483 768 | 2227,204497.08137881162 769 | 2228,242612.33541619664 770 | 2229,232363.89393945425 771 | 2230,153395.9304920942 772 | 2231,209228.4304589114 773 | 2232,182744.4861002717 774 | 2233,185138.68323342098 775 | 2234,239283.36965236164 776 | 2235,215217.5108256555 777 | 2236,237079.1443831519 778 | 2237,296906.20210859244 779 | 2238,203725.1882993381 780 | 2239,99317.76428748893 781 | 2240,152655.46678754778 782 | 2241,150179.33804070493 783 | 2242,118246.11318464567 784 | 2243,122918.00339179608 785 | 2244,102971.77287246694 786 | 2245,99416.0572406865 787 | 2246,142532.69349364145 788 | 2247,104370.12349368575 789 | 2248,127444.98352778687 790 | 2249,119147.43900583414 791 | 2250,125676.75096919236 792 | 2251,135646.71506252547 793 | 2252,165826.6816277987 794 | 2253,168231.07541368887 795 | 2254,198187.74135543953 796 | 2255,180758.68263440012 797 | 2256,169697.44694526502 798 | 2257,204517.65519333014 799 | 2258,152124.98646842156 800 | 2259,174690.69719813787 801 | 2260,135995.77503724123 802 | 2261,212153.53711099934 803 | 2262,202621.0057239169 804 | 2263,413713.8819399844 805 | 2264,583935.5604450955 806 | 2265,151570.6516766291 807 | 2266,314050.2471840583 808 | 2267,352025.335966042 809 | 2268,381759.785960599 810 | 2269,142653.6273801587 811 | 2270,185557.02275596125 812 | 2271,191791.72044692142 813 | 2272,189037.144768982 814 | 2273,152385.99958729892 815 | 2274,198212.08717077313 816 | 2275,151222.1500164088 817 | 2276,192412.67159998862 818 | 2277,186996.0816163885 819 | 2278,134046.36024483165 820 | 2279,126554.56182193769 821 | 2280,116970.78349368784 822 | 2281,158742.48808873884 823 | 2282,165579.1514163468 824 | 2283,103235.23016520441 825 | 2284,108327.6843635797 826 | 2285,141599.08202934978 827 | 2286,132234.46521089345 828 | 2287,347620.58522894204 829 | 2288,293589.64283583517 830 | 2289,369809.47347657604 831 | 2290,458145.43105365924 832 | 2291,318207.26459442603 833 | 2292,413783.36289288907 834 | 2293,473528.569572419 835 | 2294,421039.5901334125 836 | 2295,454759.92579850706 837 | 2296,256489.56281960523 838 | 2297,359518.4935677157 839 | 2298,366903.952762099 840 | 2299,310321.224673415 841 | 2300,331228.35265337274 842 | 2301,318402.3089533063 843 | 2302,253628.41134910032 844 | 2303,247167.4108086057 845 | 2304,252259.89150952583 846 | 2305,191431.87371871728 847 | 2306,188121.55952112816 848 | 2307,206937.30675155495 849 | 2308,245481.14600432897 850 | 2309,290180.15930346 851 | 2310,226120.4929874016 852 | 2311,204752.6675966641 853 | 2312,170279.50726599293 854 | 2313,169415.1593361351 855 | 2314,156115.65120513173 856 | 2315,178092.98531922066 857 | 2316,186572.7243667449 858 | 2317,189255.0627066799 859 | 2318,171778.0166214619 860 | 2319,178556.6237329939 861 | 2320,180440.68695031715 862 | 2321,243422.5663209857 863 | 2322,185925.93753437395 864 | 2323,188976.7919150136 865 | 2324,195938.4217619549 866 | 2325,209125.8385189135 867 | 2326,181163.99630977586 868 | 2327,203147.4985017468 869 | 2328,218610.04590648797 870 | 2329,194968.10122417758 871 | 2330,182680.8751981089 872 | 2331,323554.01882816845 873 | 2332,426335.5783956705 874 | 2333,329758.4828212416 875 | 2334,261300.4428058534 876 | 2335,277121.72065288556 877 | 2336,311995.8295963077 878 | 2337,182113.26204207892 879 | 2338,250522.1726768159 880 | 2339,216869.8410682083 881 | 2340,321075.0482412144 882 | 2341,197301.76735115753 883 | 2342,232788.50395591967 884 | 2343,226598.68175871257 885 | 2344,214901.9621592871 886 | 2345,222411.65705887487 887 | 2346,217657.73419138198 888 | 2347,187292.4851240445 889 | 2348,241851.36365230347 890 | 2349,186978.4753475711 891 | 2350,304649.22409861675 892 | 2351,261179.59697047703 893 | 2352,248696.30533948305 894 | 2353,260142.51401308304 895 | 2354,144136.7392179913 896 | 2355,133948.62936537867 897 | 2356,157338.29055560386 898 | 2357,190018.56522876094 899 | 2358,194302.66405772767 900 | 2359,139731.92239240732 901 | 2360,126471.00103212443 902 | 2361,167506.38061351868 903 | 2362,244084.59359832673 904 | 2363,145761.7774992252 905 | 2364,137703.53484033098 906 | 2365,222489.19377431765 907 | 2366,205936.59010319415 908 | 2367,231109.7373653974 909 | 2368,222777.66827351737 910 | 2369,203000.47164654674 911 | 2370,172669.10806875804 912 | 2371,161026.73970977747 913 | 2372,190904.2720206394 914 | 2373,300929.5733257526 915 | 2374,338380.27288073284 916 | 2375,228783.11903143593 917 | 2376,282866.1116003587 918 | 2377,312908.45160027576 919 | 2378,167952.04373993175 920 | 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https://raw.githubusercontent.com/tdpetrou/Machine-Learning-Tutorials/2bfd86074f95077a783cc1b5735ab3f96c6cca92/A Real-Life Massive Machine Learning Pipeline with scikit-learn/images/dir.png -------------------------------------------------------------------------------- /A Real-Life Massive Machine Learning Pipeline with scikit-learn/images/final_pipeline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tdpetrou/Machine-Learning-Tutorials/2bfd86074f95077a783cc1b5735ab3f96c6cca92/A Real-Life Massive Machine Learning Pipeline with scikit-learn/images/final_pipeline.png -------------------------------------------------------------------------------- /A Real-Life Massive Machine Learning Pipeline with scikit-learn/images/simple_columntransformer.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tdpetrou/Machine-Learning-Tutorials/2bfd86074f95077a783cc1b5735ab3f96c6cca92/A Real-Life Massive Machine Learning Pipeline with scikit-learn/images/simple_columntransformer.png -------------------------------------------------------------------------------- /A Real-Life Massive Machine Learning Pipeline with scikit-learn/models/minipipeline_ridge.joblib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tdpetrou/Machine-Learning-Tutorials/2bfd86074f95077a783cc1b5735ab3f96c6cca92/A Real-Life Massive Machine Learning Pipeline with scikit-learn/models/minipipeline_ridge.joblib -------------------------------------------------------------------------------- /Pandas to sklearn/README.md: -------------------------------------------------------------------------------- 1 | # Master the Python Data Science Ecosystem 2 | 3 | If you are looking for a comprehensive path to help you become an expert at the python data science ecosystem, check out the following books I wrote. 4 | 5 | * [Master the Fundamentals of Python][1] 6 | * [Master Data Analysis with Python][2] 7 | * [Master Machine Learning with Python][3] 8 | 9 | ## Get started for free 10 | 11 | Sample my material by taking my [free Intro to Pandas class][4]. 12 | 13 | [0]: https://dunderdata.com 14 | [1]: https://www.dunderdata.com/master-the-fundamentals-of-python 15 | [2]: https://www.dunderdata.com/master-data-analysis-with-python 16 | [3]: https://www.dunderdata.com/master-machine-learning-with-python 17 | [4]: https://www.dunderdata.com/intro-to-pandas 18 | 19 | -------------------------------------------------------------------------------- /Pandas to sklearn/data/housing/data_description.txt: -------------------------------------------------------------------------------- 1 | MSSubClass: Identifies the type of dwelling involved in the sale. 2 | 3 | 20 1-STORY 1946 & NEWER ALL STYLES 4 | 30 1-STORY 1945 & OLDER 5 | 40 1-STORY W/FINISHED ATTIC ALL AGES 6 | 45 1-1/2 STORY - UNFINISHED ALL AGES 7 | 50 1-1/2 STORY FINISHED ALL AGES 8 | 60 2-STORY 1946 & NEWER 9 | 70 2-STORY 1945 & OLDER 10 | 75 2-1/2 STORY ALL AGES 11 | 80 SPLIT OR MULTI-LEVEL 12 | 85 SPLIT FOYER 13 | 90 DUPLEX - ALL STYLES AND AGES 14 | 120 1-STORY PUD (Planned Unit Development) - 1946 & NEWER 15 | 150 1-1/2 STORY PUD - ALL AGES 16 | 160 2-STORY PUD - 1946 & NEWER 17 | 180 PUD - MULTILEVEL - INCL SPLIT LEV/FOYER 18 | 190 2 FAMILY CONVERSION - ALL STYLES AND AGES 19 | 20 | MSZoning: Identifies the general zoning classification of the sale. 21 | 22 | A Agriculture 23 | C Commercial 24 | FV Floating Village Residential 25 | I Industrial 26 | RH Residential High Density 27 | RL Residential Low Density 28 | RP Residential Low Density Park 29 | RM Residential Medium Density 30 | 31 | LotFrontage: Linear feet of street connected to property 32 | 33 | LotArea: Lot size in square feet 34 | 35 | Street: Type of road access to property 36 | 37 | Grvl Gravel 38 | Pave Paved 39 | 40 | Alley: Type of alley access to property 41 | 42 | Grvl Gravel 43 | Pave Paved 44 | NA No alley access 45 | 46 | LotShape: General shape of property 47 | 48 | Reg Regular 49 | IR1 Slightly irregular 50 | IR2 Moderately Irregular 51 | IR3 Irregular 52 | 53 | LandContour: Flatness of the property 54 | 55 | Lvl Near Flat/Level 56 | Bnk Banked - Quick and significant rise from street grade to building 57 | HLS Hillside - Significant slope from side to side 58 | Low Depression 59 | 60 | Utilities: Type of utilities available 61 | 62 | AllPub All public Utilities (E,G,W,& S) 63 | NoSewr Electricity, Gas, and Water (Septic Tank) 64 | NoSeWa Electricity and Gas Only 65 | ELO Electricity only 66 | 67 | LotConfig: Lot configuration 68 | 69 | Inside Inside lot 70 | Corner Corner lot 71 | CulDSac Cul-de-sac 72 | FR2 Frontage on 2 sides of property 73 | FR3 Frontage on 3 sides of property 74 | 75 | LandSlope: Slope of property 76 | 77 | Gtl Gentle slope 78 | Mod Moderate Slope 79 | Sev Severe Slope 80 | 81 | Neighborhood: Physical locations within Ames city limits 82 | 83 | Blmngtn Bloomington Heights 84 | Blueste Bluestem 85 | BrDale Briardale 86 | BrkSide Brookside 87 | ClearCr Clear Creek 88 | CollgCr College Creek 89 | Crawfor Crawford 90 | Edwards Edwards 91 | Gilbert Gilbert 92 | IDOTRR Iowa DOT and Rail Road 93 | MeadowV Meadow Village 94 | Mitchel Mitchell 95 | Names North Ames 96 | NoRidge Northridge 97 | NPkVill Northpark Villa 98 | NridgHt Northridge Heights 99 | NWAmes Northwest Ames 100 | OldTown Old Town 101 | SWISU South & West of Iowa State University 102 | Sawyer Sawyer 103 | SawyerW Sawyer West 104 | Somerst Somerset 105 | StoneBr Stone Brook 106 | Timber Timberland 107 | Veenker Veenker 108 | 109 | Condition1: Proximity to various conditions 110 | 111 | Artery Adjacent to arterial street 112 | Feedr Adjacent to feeder street 113 | Norm Normal 114 | RRNn Within 200' of North-South Railroad 115 | RRAn Adjacent to North-South Railroad 116 | PosN Near positive off-site feature--park, greenbelt, etc. 117 | PosA Adjacent to postive off-site feature 118 | RRNe Within 200' of East-West Railroad 119 | RRAe Adjacent to East-West Railroad 120 | 121 | Condition2: Proximity to various conditions (if more than one is present) 122 | 123 | Artery Adjacent to arterial street 124 | Feedr Adjacent to feeder street 125 | Norm Normal 126 | RRNn Within 200' of North-South Railroad 127 | RRAn Adjacent to North-South Railroad 128 | PosN Near positive off-site feature--park, greenbelt, etc. 129 | PosA Adjacent to postive off-site feature 130 | RRNe Within 200' of East-West Railroad 131 | RRAe Adjacent to East-West Railroad 132 | 133 | BldgType: Type of dwelling 134 | 135 | 1Fam Single-family Detached 136 | 2FmCon Two-family Conversion; originally built as one-family dwelling 137 | Duplx Duplex 138 | TwnhsE Townhouse End Unit 139 | TwnhsI Townhouse Inside Unit 140 | 141 | HouseStyle: Style of dwelling 142 | 143 | 1Story One story 144 | 1.5Fin One and one-half story: 2nd level finished 145 | 1.5Unf One and one-half story: 2nd level unfinished 146 | 2Story Two story 147 | 2.5Fin Two and one-half story: 2nd level finished 148 | 2.5Unf Two and one-half story: 2nd level unfinished 149 | SFoyer Split Foyer 150 | SLvl Split Level 151 | 152 | OverallQual: Rates the overall material and finish of the house 153 | 154 | 10 Very Excellent 155 | 9 Excellent 156 | 8 Very Good 157 | 7 Good 158 | 6 Above Average 159 | 5 Average 160 | 4 Below Average 161 | 3 Fair 162 | 2 Poor 163 | 1 Very Poor 164 | 165 | OverallCond: Rates the overall condition of the house 166 | 167 | 10 Very Excellent 168 | 9 Excellent 169 | 8 Very Good 170 | 7 Good 171 | 6 Above Average 172 | 5 Average 173 | 4 Below Average 174 | 3 Fair 175 | 2 Poor 176 | 1 Very Poor 177 | 178 | YearBuilt: Original construction date 179 | 180 | YearRemodAdd: Remodel date (same as construction date if no remodeling or additions) 181 | 182 | RoofStyle: Type of roof 183 | 184 | Flat Flat 185 | Gable Gable 186 | Gambrel Gabrel (Barn) 187 | Hip Hip 188 | Mansard Mansard 189 | Shed Shed 190 | 191 | RoofMatl: Roof material 192 | 193 | ClyTile Clay or Tile 194 | CompShg Standard (Composite) Shingle 195 | Membran Membrane 196 | Metal Metal 197 | Roll Roll 198 | Tar&Grv Gravel & Tar 199 | WdShake Wood Shakes 200 | WdShngl Wood Shingles 201 | 202 | Exterior1st: Exterior covering on house 203 | 204 | AsbShng Asbestos Shingles 205 | AsphShn Asphalt Shingles 206 | BrkComm Brick Common 207 | BrkFace Brick Face 208 | CBlock Cinder Block 209 | CemntBd Cement Board 210 | HdBoard Hard Board 211 | ImStucc Imitation Stucco 212 | MetalSd Metal Siding 213 | Other Other 214 | Plywood Plywood 215 | PreCast PreCast 216 | Stone Stone 217 | Stucco Stucco 218 | VinylSd Vinyl Siding 219 | Wd Sdng Wood Siding 220 | WdShing Wood Shingles 221 | 222 | Exterior2nd: Exterior covering on house (if more than one material) 223 | 224 | AsbShng Asbestos Shingles 225 | AsphShn Asphalt Shingles 226 | BrkComm Brick Common 227 | BrkFace Brick Face 228 | CBlock Cinder Block 229 | CemntBd Cement Board 230 | HdBoard Hard Board 231 | ImStucc Imitation Stucco 232 | MetalSd Metal Siding 233 | Other Other 234 | Plywood Plywood 235 | PreCast PreCast 236 | Stone Stone 237 | Stucco Stucco 238 | VinylSd Vinyl Siding 239 | Wd Sdng Wood Siding 240 | WdShing Wood Shingles 241 | 242 | MasVnrType: Masonry veneer type 243 | 244 | BrkCmn Brick Common 245 | BrkFace Brick Face 246 | CBlock Cinder Block 247 | None None 248 | Stone Stone 249 | 250 | MasVnrArea: Masonry veneer area in square feet 251 | 252 | ExterQual: Evaluates the quality of the material on the exterior 253 | 254 | Ex Excellent 255 | Gd Good 256 | TA Average/Typical 257 | Fa Fair 258 | Po Poor 259 | 260 | ExterCond: Evaluates the present condition of the material on the exterior 261 | 262 | Ex Excellent 263 | Gd Good 264 | TA Average/Typical 265 | Fa Fair 266 | Po Poor 267 | 268 | Foundation: Type of foundation 269 | 270 | BrkTil Brick & Tile 271 | CBlock Cinder Block 272 | PConc Poured Contrete 273 | Slab Slab 274 | Stone Stone 275 | Wood Wood 276 | 277 | BsmtQual: Evaluates the height of the basement 278 | 279 | Ex Excellent (100+ inches) 280 | Gd Good (90-99 inches) 281 | TA Typical (80-89 inches) 282 | Fa Fair (70-79 inches) 283 | Po Poor (<70 inches 284 | NA No Basement 285 | 286 | BsmtCond: Evaluates the general condition of the basement 287 | 288 | Ex Excellent 289 | Gd Good 290 | TA Typical - slight dampness allowed 291 | Fa Fair - dampness or some cracking or settling 292 | Po Poor - Severe cracking, settling, or wetness 293 | NA No Basement 294 | 295 | BsmtExposure: Refers to walkout or garden level walls 296 | 297 | Gd Good Exposure 298 | Av Average Exposure (split levels or foyers typically score average or above) 299 | Mn Mimimum Exposure 300 | No No Exposure 301 | NA No Basement 302 | 303 | BsmtFinType1: Rating of basement finished area 304 | 305 | GLQ Good Living Quarters 306 | ALQ Average Living Quarters 307 | BLQ Below Average Living Quarters 308 | Rec Average Rec Room 309 | LwQ Low Quality 310 | Unf Unfinshed 311 | NA No Basement 312 | 313 | BsmtFinSF1: Type 1 finished square feet 314 | 315 | BsmtFinType2: Rating of basement finished area (if multiple types) 316 | 317 | GLQ Good Living Quarters 318 | ALQ Average Living Quarters 319 | BLQ Below Average Living Quarters 320 | Rec Average Rec Room 321 | LwQ Low Quality 322 | Unf Unfinshed 323 | NA No Basement 324 | 325 | BsmtFinSF2: Type 2 finished square feet 326 | 327 | BsmtUnfSF: Unfinished square feet of basement area 328 | 329 | TotalBsmtSF: Total square feet of basement area 330 | 331 | Heating: Type of heating 332 | 333 | Floor Floor Furnace 334 | GasA Gas forced warm air furnace 335 | GasW Gas hot water or steam heat 336 | Grav Gravity furnace 337 | OthW Hot water or steam heat other than gas 338 | Wall Wall furnace 339 | 340 | HeatingQC: Heating quality and condition 341 | 342 | Ex Excellent 343 | Gd Good 344 | TA Average/Typical 345 | Fa Fair 346 | Po Poor 347 | 348 | CentralAir: Central air conditioning 349 | 350 | N No 351 | Y Yes 352 | 353 | Electrical: Electrical system 354 | 355 | SBrkr Standard Circuit Breakers & Romex 356 | FuseA Fuse Box over 60 AMP and all Romex wiring (Average) 357 | FuseF 60 AMP Fuse Box and mostly Romex wiring (Fair) 358 | FuseP 60 AMP Fuse Box and mostly knob & tube wiring (poor) 359 | Mix Mixed 360 | 361 | 1stFlrSF: First Floor square feet 362 | 363 | 2ndFlrSF: Second floor square feet 364 | 365 | LowQualFinSF: Low quality finished square feet (all floors) 366 | 367 | GrLivArea: Above grade (ground) living area square feet 368 | 369 | BsmtFullBath: Basement full bathrooms 370 | 371 | BsmtHalfBath: Basement half bathrooms 372 | 373 | FullBath: Full bathrooms above grade 374 | 375 | HalfBath: Half baths above grade 376 | 377 | Bedroom: Bedrooms above grade (does NOT include basement bedrooms) 378 | 379 | Kitchen: Kitchens above grade 380 | 381 | KitchenQual: Kitchen quality 382 | 383 | Ex Excellent 384 | Gd Good 385 | TA Typical/Average 386 | Fa Fair 387 | Po Poor 388 | 389 | TotRmsAbvGrd: Total rooms above grade (does not include bathrooms) 390 | 391 | Functional: Home functionality (Assume typical unless deductions are warranted) 392 | 393 | Typ Typical Functionality 394 | Min1 Minor Deductions 1 395 | Min2 Minor Deductions 2 396 | Mod Moderate Deductions 397 | Maj1 Major Deductions 1 398 | Maj2 Major Deductions 2 399 | Sev Severely Damaged 400 | Sal Salvage only 401 | 402 | Fireplaces: Number of fireplaces 403 | 404 | FireplaceQu: Fireplace quality 405 | 406 | Ex Excellent - Exceptional Masonry Fireplace 407 | Gd Good - Masonry Fireplace in main level 408 | TA Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement 409 | Fa Fair - Prefabricated Fireplace in basement 410 | Po Poor - Ben Franklin Stove 411 | NA No Fireplace 412 | 413 | GarageType: Garage location 414 | 415 | 2Types More than one type of garage 416 | Attchd Attached to home 417 | Basment Basement Garage 418 | BuiltIn Built-In (Garage part of house - typically has room above garage) 419 | CarPort Car Port 420 | Detchd Detached from home 421 | NA No Garage 422 | 423 | GarageYrBlt: Year garage was built 424 | 425 | GarageFinish: Interior finish of the garage 426 | 427 | Fin Finished 428 | RFn Rough Finished 429 | Unf Unfinished 430 | NA No Garage 431 | 432 | GarageCars: Size of garage in car capacity 433 | 434 | GarageArea: Size of garage in square feet 435 | 436 | GarageQual: Garage quality 437 | 438 | Ex Excellent 439 | Gd Good 440 | TA Typical/Average 441 | Fa Fair 442 | Po Poor 443 | NA No Garage 444 | 445 | GarageCond: Garage condition 446 | 447 | Ex Excellent 448 | Gd Good 449 | TA Typical/Average 450 | Fa Fair 451 | Po Poor 452 | NA No Garage 453 | 454 | PavedDrive: Paved driveway 455 | 456 | Y Paved 457 | P Partial Pavement 458 | N Dirt/Gravel 459 | 460 | WoodDeckSF: Wood deck area in square feet 461 | 462 | OpenPorchSF: Open porch area in square feet 463 | 464 | EnclosedPorch: Enclosed porch area in square feet 465 | 466 | 3SsnPorch: Three season porch area in square feet 467 | 468 | ScreenPorch: Screen porch area in square feet 469 | 470 | PoolArea: Pool area in square feet 471 | 472 | PoolQC: Pool quality 473 | 474 | Ex Excellent 475 | Gd Good 476 | TA Average/Typical 477 | Fa Fair 478 | NA No Pool 479 | 480 | Fence: Fence quality 481 | 482 | GdPrv Good Privacy 483 | MnPrv Minimum Privacy 484 | GdWo Good Wood 485 | MnWw Minimum Wood/Wire 486 | NA No Fence 487 | 488 | MiscFeature: Miscellaneous feature not covered in other categories 489 | 490 | Elev Elevator 491 | Gar2 2nd Garage (if not described in garage section) 492 | Othr Other 493 | Shed Shed (over 100 SF) 494 | TenC Tennis Court 495 | NA None 496 | 497 | MiscVal: $Value of miscellaneous feature 498 | 499 | MoSold: Month Sold (MM) 500 | 501 | YrSold: Year Sold (YYYY) 502 | 503 | SaleType: Type of sale 504 | 505 | WD Warranty Deed - Conventional 506 | CWD Warranty Deed - Cash 507 | VWD Warranty Deed - VA Loan 508 | New Home just constructed and sold 509 | COD Court Officer Deed/Estate 510 | Con Contract 15% Down payment regular terms 511 | ConLw Contract Low Down payment and low interest 512 | ConLI Contract Low Interest 513 | ConLD Contract Low Down 514 | Oth Other 515 | 516 | SaleCondition: Condition of sale 517 | 518 | Normal Normal Sale 519 | Abnorml Abnormal Sale - trade, foreclosure, short sale 520 | AdjLand Adjoining Land Purchase 521 | Alloca Allocation - two linked properties with separate deeds, typically condo with a garage unit 522 | Family Sale between family members 523 | Partial Home was not completed when last assessed (associated with New Homes) 524 | -------------------------------------------------------------------------------- /Pandas to sklearn/data/housing/submissions/sub1.csv: -------------------------------------------------------------------------------- 1 | id,SalePrice 2 | 1461,107869.77092682425 3 | 1462,150782.86672740488 4 | 1463,181505.74862112565 5 | 1464,191157.16510808415 6 | 1465,211953.5150117455 7 | 1466,174313.66443723493 8 | 1467,175570.97527583633 9 | 1468,160799.77427419787 10 | 1469,202493.2066778217 11 | 1470,121870.40850303526 12 | 1471,152060.73423952598 13 | 1472,98157.79300050244 14 | 1473,90316.29721732474 15 | 1474,141374.46103142586 16 | 1475,97227.00003702809 17 | 1476,371842.47328413953 18 | 1477,261930.2245534843 19 | 1478,317112.36193748517 20 | 1479,327311.1595150302 21 | 1480,459600.73450925923 22 | 1481,321194.6746757478 23 | 1482,222221.9189883381 24 | 1483,175668.3132437041 25 | 1484,165332.19497740862 26 | 1485,203848.01238155953 27 | 1486,191842.4607351438 28 | 1487,351963.8891580113 29 | 1488,228780.75223280775 30 | 1489,198296.00200138876 31 | 1490,254542.34227444686 32 | 1491,204826.15423077013 33 | 1492,105414.0978096948 34 | 1493,222779.5101834798 35 | 1494,327807.3068415225 36 | 1495,290692.7693754031 37 | 1496,247066.25388468214 38 | 1497,169263.74686698162 39 | 1498,179346.32019992964 40 | 1499,163248.38354441914 41 | 1500,155247.07715855364 42 | 1501,187764.25244351727 43 | 1502,135780.8284675821 44 | 1503,294661.56362849445 45 | 1504,246035.7636854059 46 | 1505,225031.60720931593 47 | 1506,194452.19108402787 48 | 1507,244561.8242325164 49 | 1508,200158.6329150551 50 | 1509,158487.59384813113 51 | 1510,148935.07164686592 52 | 1511,157492.53004828794 53 | 1512,171742.4210927213 54 | 1513,166534.15675840256 55 | 1514,162288.46323582157 56 | 1515,202252.457273994 57 | 1516,165913.6991455175 58 | 1517,169157.07005501929 59 | 1518,121851.15774185632 60 | 1519,206859.04768855928 61 | 1520,120146.65130172239 62 | 1521,125668.47970927074 63 | 1522,190587.3128284171 64 | 1523,108771.0864651044 65 | 1524,121967.92503771053 66 | 1525,111201.88793547291 67 | 1526,112444.52850749057 68 | 1527,109130.90072222035 69 | 1528,127216.37964036362 70 | 1529,156642.46630077244 71 | 1530,217298.88981098786 72 | 1531,151020.73165743588 73 | 1532,104561.49637267923 74 | 1533,150067.98956022615 75 | 1534,120913.10171674019 76 | 1535,143406.7109179679 77 | 1536,94935.90272130644 78 | 1537,42767.50973285265 79 | 1538,160647.13834869122 80 | 1539,213787.97612769168 81 | 1540,126866.25339318886 82 | 1541,137499.8427228795 83 | 1542,149290.0277152048 84 | 1543,181080.84992892205 85 | 1544,92063.11800711008 86 | 1545,127981.59425074962 87 | 1546,151134.5406666216 88 | 1547,141091.55406123202 89 | 1548,153936.69256035698 90 | 1549,131971.51767319848 91 | 1550,156221.5386952893 92 | 1551,107615.71502497676 93 | 1552,170138.28167716452 94 | 1553,155604.8399948548 95 | 1554,119173.45246499016 96 | 1555,150013.10805579575 97 | 1556,77131.44895238252 98 | 1557,119829.33753088153 99 | 1558,101383.73548305145 100 | 1559,71261.08032580407 101 | 1560,136092.18705607386 102 | 1561,110391.83296418602 103 | 1562,130887.15200873252 104 | 1563,127928.91840605097 105 | 1564,152667.86119203374 106 | 1565,156236.3558548941 107 | 1566,239198.4868363068 108 | 1567,74277.68180950303 109 | 1568,238184.28852836462 110 | 1569,126730.30000461075 111 | 1570,140536.74524451676 112 | 1571,80693.25473200633 113 | 1572,130575.07652422693 114 | 1573,235009.07354492042 115 | 1574,134936.9241106634 116 | 1575,246904.60956956685 117 | 1576,236559.28682811698 118 | 1577,188630.61281289835 119 | 1578,168736.19211760978 120 | 1579,143883.57600446625 121 | 1580,198715.97506859095 122 | 1581,162353.9862273049 123 | 1582,145462.4096626271 124 | 1583,260855.50692832138 125 | 1584,225733.33202850888 126 | 1585,134174.98787835843 127 | 1586,71312.58588772846 128 | 1587,123310.68342969159 129 | 1588,159921.40952371247 130 | 1589,100651.31974080464 131 | 1590,118028.92302464947 132 | 1591,84097.12223629298 133 | 1592,129552.76060318196 134 | 1593,146314.39370738226 135 | 1594,156320.5447592027 136 | 1595,119175.23582963363 137 | 1596,226883.21815271117 138 | 1597,219909.3133367878 139 | 1598,225306.03039960243 140 | 1599,191155.44461283582 141 | 1600,177459.27642415918 142 | 1601,54118.91757440356 143 | 1602,128504.85890791361 144 | 1603,64466.00264810979 145 | 1604,273750.2763760405 146 | 1605,230003.5503574501 147 | 1606,149364.53864513012 148 | 1607,165327.30615682097 149 | 1608,219303.64600757463 150 | 1609,188174.21354345884 151 | 1610,156285.25850887242 152 | 1611,140286.21382157732 153 | 1612,180391.0119659261 154 | 1613,159357.3894176577 155 | 1614,144800.2332081623 156 | 1615,93092.0371475762 157 | 1616,68228.31641436386 158 | 1617,82031.52764958206 159 | 1618,134746.31843053416 160 | 1619,152132.4324168304 161 | 1620,184906.91025614546 162 | 1621,122054.62962432996 163 | 1622,156445.4231942211 164 | 1623,254476.6809436172 165 | 1624,195672.43913008302 166 | 1625,113516.80140910624 167 | 1626,170453.9090017826 168 | 1627,184492.92147403368 169 | 1628,280856.2016728099 170 | 1629,192199.555143677 171 | 1630,339860.6855198968 172 | 1631,254262.54237644823 173 | 1632,243636.33224363567 174 | 1633,198162.8297111743 175 | 1634,190175.70269735315 176 | 1635,178032.527329238 177 | 1636,150206.5721678789 178 | 1637,194770.84528824757 179 | 1638,180602.31824546948 180 | 1639,185707.9101030517 181 | 1640,241499.51745109167 182 | 1641,182855.5208498662 183 | 1642,270085.25675791386 184 | 1643,218786.3640471251 185 | 1644,240476.68874039332 186 | 1645,197954.18374677026 187 | 1646,166082.03194568216 188 | 1647,163977.90075080702 189 | 1648,129924.75685598607 190 | 1649,133111.7409081473 191 | 1650,115490.33011723423 192 | 1651,118010.73104445632 193 | 1652,100360.99477366972 194 | 1653,99428.7061690114 195 | 1654,147207.64731127152 196 | 1655,125064.10090528984 197 | 1656,140932.0805020671 198 | 1657,159604.46971179155 199 | 1658,152475.6654108849 200 | 1659,122663.06745251954 201 | 1660,151515.41459021607 202 | 1661,409184.52032059076 203 | 1662,387977.4627514808 204 | 1663,376416.3629912956 205 | 1664,428054.07944981195 206 | 1665,335180.6747643538 207 | 1666,318850.4069634485 208 | 1667,371923.49706933036 209 | 1668,372212.3526996604 210 | 1669,335084.67223582126 211 | 1670,362099.7725516787 212 | 1671,266623.639406793 213 | 1672,395174.98944948823 214 | 1673,305772.2184136877 215 | 1674,251803.2377019279 216 | 1675,205363.171587786 217 | 1676,208656.23771837534 218 | 1677,216862.28473657882 219 | 1678,452975.9182746218 220 | 1679,385481.0274925193 221 | 1680,333142.2437747709 222 | 1681,285759.04457182373 223 | 1682,328454.94760429533 224 | 1683,198572.8062364172 225 | 1684,177737.15417857288 226 | 1685,178325.8318174021 227 | 1686,165621.12188124488 228 | 1687,172485.49242818158 229 | 1688,182474.93387343542 230 | 1689,194797.85878920596 231 | 1690,197159.34485120059 232 | 1691,190187.26800770347 233 | 1692,269210.04435548844 234 | 1693,188186.34838160733 235 | 1694,190696.82726185577 236 | 1695,183042.11218289763 237 | 1696,263580.5393266714 238 | 1697,191058.4985925223 239 | 1698,340955.66693443665 240 | 1699,336024.4082359243 241 | 1700,280921.8113332137 242 | 1701,291745.51937709015 243 | 1702,218389.62530297216 244 | 1703,219899.32211312017 245 | 1704,261086.08191835257 246 | 1705,259824.20588018285 247 | 1706,356776.53839003027 248 | 1707,230455.63399835554 249 | 1708,207904.0203936107 250 | 1709,246893.1539659787 251 | 1710,226681.0336672368 252 | 1711,285401.0794663446 253 | 1712,253497.01232750923 254 | 1713,279909.1664770208 255 | 1714,215526.42062069802 256 | 1715,218312.68428270903 257 | 1716,180145.39738504094 258 | 1717,186358.07763409457 259 | 1718,145208.98554276978 260 | 1719,227397.65208334773 261 | 1720,208496.91207386798 262 | 1721,152334.08663408243 263 | 1722,117799.71551091367 264 | 1723,152364.85530239227 265 | 1724,213306.5039009953 266 | 1725,255657.16854247072 267 | 1726,189394.67128415185 268 | 1727,162266.08389744203 269 | 1728,167441.17136345588 270 | 1729,181515.6182976102 271 | 1730,161421.8095784706 272 | 1731,123231.93635755336 273 | 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1799,107885.69592291903 341 | 1800,129044.65857097643 342 | 1801,130009.00742246174 343 | 1802,126527.28874053442 344 | 1803,160044.7579946261 345 | 1804,120986.83409878444 346 | 1805,134395.80025981035 347 | 1806,119160.67110385194 348 | 1807,163145.1118259548 349 | 1808,129909.89125426195 350 | 1809,137856.03133546366 351 | 1810,146300.7986041311 352 | 1811,92897.35955681014 353 | 1812,108129.42484294898 354 | 1813,141682.27789374074 355 | 1814,113261.23730372453 356 | 1815,47563.222034072765 357 | 1816,92478.4960631447 358 | 1817,113843.90809616238 359 | 1818,174833.52777070086 360 | 1819,123797.13406020984 361 | 1820,20642.96256638263 362 | 1821,118721.7083860706 363 | 1822,162704.45255211892 364 | 1823,49094.35100878879 365 | 1824,135860.06081042445 366 | 1825,152017.03783167468 367 | 1826,95616.55139228456 368 | 1827,111984.97834461695 369 | 1828,148032.84464106988 370 | 1829,155730.79711814475 371 | 1830,152314.82950993825 372 | 1831,157531.32886917636 373 | 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407 | 1866,343211.3925249148 408 | 1867,214919.66703937686 409 | 1868,279386.14690382726 410 | 1869,206987.95568441198 411 | 1870,219298.27630898706 412 | 1871,275718.4201557246 413 | 1872,179090.2195060079 414 | 1873,244232.43189339683 415 | 1874,149863.62774310028 416 | 1875,181817.3118178415 417 | 1876,205342.4726921775 418 | 1877,202069.4009840141 419 | 1878,204136.68277266202 420 | 1879,141297.74567357491 421 | 1880,133717.20194452174 422 | 1881,231904.27408069908 423 | 1882,234889.1147731049 424 | 1883,183015.92248061445 425 | 1884,202804.30934164778 426 | 1885,221173.4963031924 427 | 1886,282139.42164881533 428 | 1887,218758.15950797673 429 | 1888,248117.2065788149 430 | 1889,170584.97440081037 431 | 1890,91356.40822869891 432 | 1891,120489.26108956852 433 | 1892,98236.22428398998 434 | 1893,124380.2183297929 435 | 1894,119933.74331614233 436 | 1895,131614.93267637567 437 | 1896,124397.47455242461 438 | 1897,111909.34954343978 439 | 1898,93354.69833528461 440 | 1899,165461.28607206847 441 | 1900,164148.87592842279 442 | 1901,208658.11094663158 443 | 1902,173643.5584172174 444 | 1903,250995.9175703844 445 | 1904,164085.05386721765 446 | 1905,204833.13165329734 447 | 1906,158778.14554882993 448 | 1907,223320.42110017414 449 | 1908,105893.3232703179 450 | 1909,133133.54540516587 451 | 1910,120986.15917514586 452 | 1911,244892.30938914185 453 | 1912,306591.645063951 454 | 1913,164939.85338881845 455 | 1914,55799.427011294305 456 | 1915,337222.85695183155 457 | 1916,32913.63229551121 458 | 1917,223477.5267189651 459 | 1918,134325.5209941718 460 | 1919,147597.7826462445 461 | 1920,154919.75589921186 462 | 1921,370410.42079534836 463 | 1922,338373.3959372095 464 | 1923,238923.150974422 465 | 1924,214873.1470063174 466 | 1925,211292.3988341745 467 | 1926,363143.8537625185 468 | 1927,121251.88614606572 469 | 1928,171382.4049410809 470 | 1929,109596.22692559984 471 | 1930,121971.25260132646 472 | 1931,108458.82880557055 473 | 1932,117041.6891060344 474 | 1933,203994.214212296 475 | 1934,183902.35111957038 476 | 1935,170877.2853293945 477 | 1936,206959.04783730808 478 | 1937,186426.2478944423 479 | 1938,175643.83158481808 480 | 1939,276839.27473725006 481 | 1940,208572.0110852936 482 | 1941,170079.50880964537 483 | 1942,164736.8267340124 484 | 1943,250661.66196592397 485 | 1944,406192.8547379188 486 | 1945,420263.58987563883 487 | 1946,118778.09963537175 488 | 1947,302966.51547244034 489 | 1948,195182.42779252608 490 | 1949,250698.29113992688 491 | 1950,187905.56744655984 492 | 1951,242962.92699207913 493 | 1952,198469.1897546936 494 | 1953,181029.11386967255 495 | 1954,182367.96557538252 496 | 1955,133887.97279002875 497 | 1956,288621.66882181284 498 | 1957,154686.11893328134 499 | 1958,250224.59116565506 500 | 1959,142858.36127157148 501 | 1960,94026.16636917437 502 | 1961,131295.482478005 503 | 1962,91663.14726486878 504 | 1963,99820.76741937605 505 | 1964,107287.78206900315 506 | 1965,132548.98105759762 507 | 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541 | 2000,340022.4647529187 542 | 2001,306341.3492087632 543 | 2002,254862.15627749253 544 | 2003,239844.64585727756 545 | 2004,285558.2900139462 546 | 2005,232654.23104731686 547 | 2006,230238.02086853294 548 | 2007,248718.414446045 549 | 2008,232631.45585088356 550 | 2009,215020.99218396383 551 | 2010,197939.74425952218 552 | 2011,139491.14846589742 553 | 2012,183947.31725036172 554 | 2013,185649.5060538801 555 | 2014,190862.21641880996 556 | 2015,227089.01094239939 557 | 2016,200760.2972540728 558 | 2017,205300.80334712932 559 | 2018,106458.33464750416 560 | 2019,127533.63293398153 561 | 2020,73794.5209544272 562 | 2021,98746.44244393037 563 | 2022,226821.64292401262 564 | 2023,137271.52120472857 565 | 2024,309993.7351071921 566 | 2025,368586.91101774725 567 | 2026,178162.8890203961 568 | 2027,160726.83778773784 569 | 2028,155608.33550572727 570 | 2029,174849.44684496682 571 | 2030,256474.5431486852 572 | 2031,232182.96387751546 573 | 2032,264353.3529991441 574 | 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2266,327205.1095163571 808 | 2267,368477.2703862552 809 | 2268,405334.4845828963 810 | 2269,159395.5017122123 811 | 2270,189847.68048859766 812 | 2271,204401.10876160383 813 | 2272,198063.4511434349 814 | 2273,151631.7515881756 815 | 2274,182463.64307778585 816 | 2275,138768.23289379547 817 | 2276,184972.48011272185 818 | 2277,166034.79472256167 819 | 2278,158430.22566787497 820 | 2279,133147.19687941813 821 | 2280,106245.65967936558 822 | 2281,144907.62413219662 823 | 2282,160171.5361962921 824 | 2283,111523.12674642232 825 | 2284,124037.44374190074 826 | 2285,141082.74769979002 827 | 2286,119082.25061066382 828 | 2287,388100.16433090053 829 | 2288,296435.8971208422 830 | 2289,345444.5022073444 831 | 2290,417723.289294179 832 | 2291,370770.602187834 833 | 2292,418528.2707560039 834 | 2293,445878.1977066407 835 | 2294,403711.68736625084 836 | 2295,448996.19799277384 837 | 2296,263951.95561353804 838 | 2297,395963.9276907061 839 | 2298,384094.4810152304 840 | 2299,361151.21233485825 841 | 2300,336011.73712821584 842 | 2301,357664.13615564106 843 | 2302,264262.4987676526 844 | 2303,262075.37304372323 845 | 2304,254901.59268019086 846 | 2305,208754.15382830537 847 | 2306,198747.36481477693 848 | 2307,213980.49179580447 849 | 2308,240124.04446602706 850 | 2309,306781.7481921689 851 | 2310,224122.22050939774 852 | 2311,205906.2920438699 853 | 2312,186888.86626957823 854 | 2313,170716.80883294507 855 | 2314,182601.69527213683 856 | 2315,183647.6134997172 857 | 2316,212743.8264105523 858 | 2317,193008.0918751594 859 | 2318,183821.62235162826 860 | 2319,189314.67753888224 861 | 2320,182375.47603897227 862 | 2321,234167.46652149037 863 | 2322,198624.92602703773 864 | 2323,208351.96081124432 865 | 2324,200299.6853889904 866 | 2325,210129.30536302243 867 | 2326,189231.42210236745 868 | 2327,200846.67464310583 869 | 2328,221425.90954311832 870 | 2329,196230.0061782113 871 | 2330,183539.5857768823 872 | 2331,333281.4832908897 873 | 2332,407589.2249249638 874 | 2333,335329.9615378254 875 | 2334,293630.4724827158 876 | 2335,322887.7177265254 877 | 2336,317624.925660316 878 | 2337,193701.9499631654 879 | 2338,242250.6934196378 880 | 2339,226467.00893572532 881 | 2340,369745.67166424077 882 | 2341,207145.59524013038 883 | 2342,233566.93618483178 884 | 2343,227113.49296529527 885 | 2344,227991.90451542573 886 | 2345,219623.12294295855 887 | 2346,224532.8853944498 888 | 2347,207775.44730019063 889 | 2348,257156.63979913312 890 | 2349,212330.99924960826 891 | 2350,316468.72276175185 892 | 2351,279024.0740585885 893 | 2352,247280.46880513342 894 | 2353,259322.57199466566 895 | 2354,160437.4095903925 896 | 2355,152815.31816729374 897 | 2356,145857.3566645435 898 | 2357,190406.82172442792 899 | 2358,206468.37408153666 900 | 2359,125284.33493551282 901 | 2360,114074.22938628274 902 | 2361,149131.893181964 903 | 2362,256208.84308496886 904 | 2363,150926.39999167732 905 | 2364,160729.08047088166 906 | 2365,203372.56004423293 907 | 2366,196411.18533981446 908 | 2367,221576.8470855989 909 | 2368,221591.75406556297 910 | 2369,209173.21859763202 911 | 2370,172851.3841618891 912 | 2371,163499.30773730518 913 | 2372,191539.93192288664 914 | 2373,293679.82419687184 915 | 2374,320454.62449265353 916 | 2375,236863.46244778088 917 | 2376,288769.77014755376 918 | 2377,314006.9237258116 919 | 2378,166687.00427012664 920 | 2379,219600.94479052804 921 | 2380,128758.08707911409 922 | 2381,163277.34089600836 923 | 2382,213276.890230652 924 | 2383,189712.17222524114 925 | 2384,229955.7791040928 926 | 2385,164771.52464365202 927 | 2386,129149.15833373618 928 | 2387,127123.49845313339 929 | 2388,119734.97566162764 930 | 2389,116589.07258082821 931 | 2390,180056.03252720382 932 | 2391,144567.5012947232 933 | 2392,116749.25950681623 934 | 2393,187219.88161821704 935 | 2394,149461.9625936842 936 | 2395,219707.62517022918 937 | 2396,147022.8738551078 938 | 2397,209981.33738830534 939 | 2398,129469.63178439911 940 | 2399,74437.42432385655 941 | 2400,63967.01761687102 942 | 2401,139440.7922014343 943 | 2402,144624.36802566005 944 | 2403,152079.9016321182 945 | 2404,165031.11199929917 946 | 2405,144447.78174807498 947 | 2406,150022.40135617758 948 | 2407,123146.36947294816 949 | 2408,134909.4931134671 950 | 2409,106314.5896883876 951 | 2410,176263.1059001882 952 | 2411,119033.62078538188 953 | 2412,161537.97435683542 954 | 2413,128416.04945976201 955 | 2414,180559.80687395117 956 | 2415,137838.8848055329 957 | 2416,141441.32735122042 958 | 2417,149702.20489389682 959 | 2418,142960.2388764817 960 | 2419,125338.17786574633 961 | 2420,127804.51006326696 962 | 2421,149973.92181040894 963 | 2422,109101.79512851172 964 | 2423,133105.40239159862 965 | 2424,140195.85101496193 966 | 2425,222002.9157776691 967 | 2426,139993.10172404902 968 | 2427,135813.9240219355 969 | 2428,198916.4674363343 970 | 2429,105185.94938239171 971 | 2430,128479.92305826809 972 | 2431,102546.6390015008 973 | 2432,156959.6603705326 974 | 2433,158825.431417722 975 | 2434,146481.27906314033 976 | 2435,161777.1036465466 977 | 2436,108180.09047250853 978 | 2437,88373.62258525382 979 | 2438,112975.55354801039 980 | 2439,89331.22561094747 981 | 2440,127870.89283549624 982 | 2441,100309.50635253104 983 | 2442,91273.58737722941 984 | 2443,148557.5657384594 985 | 2444,109438.30078419759 986 | 2445,80370.75146920752 987 | 2446,146788.36440419062 988 | 2447,192366.33742504398 989 | 2448,135247.98904028107 990 | 2449,117543.81462914778 991 | 2450,163253.78618131456 992 | 2451,99755.0282405064 993 | 2452,223221.31892443227 994 | 2453,93224.5841580199 995 | 2454,108523.38745301812 996 | 2455,125595.42586906544 997 | 2456,118505.02064634213 998 | 2457,162112.47811319752 999 | 2458,153825.46271488455 1000 | 2459,118766.10575482053 1001 | 2460,154903.76950975892 1002 | 2461,142297.2457287321 1003 | 2462,128184.05517925495 1004 | 2463,142189.21943354607 1005 | 2464,195295.7545584002 1006 | 2465,132284.23570259684 1007 | 2466,121521.30213852933 1008 | 2467,116339.71360072985 1009 | 2468,99321.96972668584 1010 | 2469,89368.20935021831 1011 | 2470,219971.75268723583 1012 | 2471,224798.11064574245 1013 | 2472,177599.94853316818 1014 | 2473,122580.57260798167 1015 | 2474,73540.36150471165 1016 | 2475,206217.12886111165 1017 | 2476,119635.04927184603 1018 | 2477,114802.05326140055 1019 | 2478,145941.43560301609 1020 | 2479,106028.3484020902 1021 | 2480,165959.54245948774 1022 | 2481,132023.23387844852 1023 | 2482,106992.6512060524 1024 | 2483,103899.71462012417 1025 | 2484,129566.73198323914 1026 | 2485,130544.02831443184 1027 | 2486,157148.05438291046 1028 | 2487,208223.4093576058 1029 | 2488,172873.0186662589 1030 | 2489,162516.37035924406 1031 | 2490,154608.35997544898 1032 | 2491,87249.15704073885 1033 | 2492,193189.06008748926 1034 | 2493,166086.18484719642 1035 | 2494,159225.56786417507 1036 | 2495,76897.7493326446 1037 | 2496,226298.34071952186 1038 | 2497,152741.73772275154 1039 | 2498,117388.31977175245 1040 | 2499,73895.57578473208 1041 | 2500,111874.36085911695 1042 | 2501,140163.41469893907 1043 | 2502,134098.920970228 1044 | 2503,109761.41024172893 1045 | 2504,205376.97665613925 1046 | 2505,243398.29644948558 1047 | 2506,246290.77655264136 1048 | 2507,264283.6643834004 1049 | 2508,243809.13602568203 1050 | 2509,220216.68626493606 1051 | 2510,210127.2033081394 1052 | 2511,177545.11331693412 1053 | 2512,218336.3017642033 1054 | 2513,219843.35348310298 1055 | 2514,306833.55142808496 1056 | 2515,164066.1608579071 1057 | 2516,179930.14112999424 1058 | 2517,155053.3004450504 1059 | 2518,161526.36995789057 1060 | 2519,261051.052751892 1061 | 2520,236269.39352470275 1062 | 2521,190246.3045451193 1063 | 2522,223156.84660484246 1064 | 2523,107177.90023088681 1065 | 2524,146225.51309342362 1066 | 2525,154655.32959273207 1067 | 2526,162657.49845035796 1068 | 2527,141071.137705862 1069 | 2528,146688.47349000874 1070 | 2529,178218.2637807607 1071 | 2530,135677.21491415706 1072 | 2531,258892.83589416317 1073 | 2532,221278.83525671408 1074 | 2533,199519.8381967016 1075 | 2534,247179.45172718598 1076 | 2535,266939.59255867003 1077 | 2536,216586.03443884884 1078 | 2537,265526.77084725036 1079 | 2538,187836.66857790697 1080 | 2539,188176.30927145074 1081 | 2540,187589.97741109482 1082 | 2541,179991.12142356817 1083 | 2542,169359.97812337562 1084 | 2543,102100.93081462395 1085 | 2544,113198.83830094407 1086 | 2545,139404.0906117623 1087 | 2546,117664.39386390256 1088 | 2547,139994.99586112675 1089 | 2548,163764.32650905818 1090 | 2549,147340.68064099946 1091 | 2550,555141.150513348 1092 | 2551,136811.71295666668 1093 | 2552,127780.68653210044 1094 | 2553,69570.1480207085 1095 | 2554,88418.6908411241 1096 | 2555,94161.60511514399 1097 | 2556,91616.17377504843 1098 | 2557,99849.41007761477 1099 | 2558,193681.47995335975 1100 | 2559,159663.25385431078 1101 | 2560,181683.25895474548 1102 | 2561,162842.84920980467 1103 | 2562,171807.0900756648 1104 | 2563,164630.84789364669 1105 | 2564,221110.08011166932 1106 | 2565,175360.9961326545 1107 | 2566,170663.66722740605 1108 | 2567,151504.51974091178 1109 | 2568,228449.70146221056 1110 | 2569,248182.1959502473 1111 | 2570,115126.30506421866 1112 | 2571,198320.98034295178 1113 | 2572,159969.82200239264 1114 | 2573,225959.21666631592 1115 | 2574,304134.66974845197 1116 | 2575,143129.6732604581 1117 | 2576,143779.59482518735 1118 | 2577,177178.81313286818 1119 | 2578,65771.82820191019 1120 | 2579,28485.27141799072 1121 | 2580,98025.5535032345 1122 | 2581,111266.93332057065 1123 | 2582,106667.5791117309 1124 | 2583,268476.31934544013 1125 | 2584,153665.53013317054 1126 | 2585,178931.2405551531 1127 | 2586,205230.81939561036 1128 | 2587,196057.06445486774 1129 | 2588,138853.9715400138 1130 | 2589,140221.4993323153 1131 | 2590,194771.5575903614 1132 | 2591,236753.79367260664 1133 | 2592,216607.75974700146 1134 | 2593,248275.43909085257 1135 | 2594,193185.30846730282 1136 | 2595,223973.7549714588 1137 | 2596,282125.93589273625 1138 | 2597,206215.24158282974 1139 | 2598,290616.3459604715 1140 | 2599,323327.757493226 1141 | 2600,178716.0096641673 1142 | 2601,125681.88308315314 1143 | 2602,70172.45248074194 1144 | 2603,87549.11202309746 1145 | 2604,85262.34527816002 1146 | 2605,64761.40059505809 1147 | 2606,129521.74080086156 1148 | 2607,220656.32141411147 1149 | 2608,200145.57448407583 1150 | 2609,157666.9167447366 1151 | 2610,108869.9140425635 1152 | 2611,135469.57289930218 1153 | 2612,153599.2223124783 1154 | 2613,123248.50451491178 1155 | 2614,113864.20139533804 1156 | 2615,167773.84201687237 1157 | 2616,156852.4738342914 1158 | 2617,200965.1418694863 1159 | 2618,239270.38794852013 1160 | 2619,206709.1140400911 1161 | 2620,197164.34943685943 1162 | 2621,182827.18721890304 1163 | 2622,183725.92523689847 1164 | 2623,236666.0824569813 1165 | 2624,292188.32476052846 1166 | 2625,282356.72746450856 1167 | 2626,176544.122300333 1168 | 2627,188992.66413837898 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2660,369796.5517461895 1202 | 2661,358867.8201265124 1203 | 2662,383398.75680349604 1204 | 2663,283393.65799732733 1205 | 2664,304457.736129181 1206 | 2665,337245.32843155944 1207 | 2666,295595.58516851586 1208 | 2667,184874.96753305552 1209 | 2668,189587.42125354067 1210 | 2669,185999.33678975783 1211 | 2670,271215.54102679325 1212 | 2671,191471.0881457987 1213 | 2672,193609.34466841153 1214 | 2673,187815.81147803803 1215 | 2674,187417.49066632095 1216 | 2675,192267.2723054149 1217 | 2676,193415.73001058283 1218 | 2677,205495.84942629916 1219 | 2678,242952.98328937957 1220 | 2679,301215.02988688566 1221 | 2680,307607.55311056843 1222 | 2681,418807.5761827548 1223 | 2682,339759.3893803045 1224 | 2683,500810.8210489595 1225 | 2684,345488.26357161545 1226 | 2685,360861.4148600981 1227 | 2686,241761.71421595744 1228 | 2687,298187.8686321248 1229 | 2688,213211.2646672916 1230 | 2689,222253.84655069676 1231 | 2690,365672.900612799 1232 | 2691,203233.71398701856 1233 | 2692,163988.67462153488 1234 | 2693,203745.49587732088 1235 | 2694,141491.32256707374 1236 | 2695,201906.49177937087 1237 | 2696,186497.78278810094 1238 | 2697,187451.9600168838 1239 | 2698,206215.37172696128 1240 | 2699,161926.06219626428 1241 | 2700,145420.99838922743 1242 | 2701,141601.16880432685 1243 | 2702,102198.2097983149 1244 | 2703,123525.92814586074 1245 | 2704,147775.79908725494 1246 | 2705,113738.30831197154 1247 | 2706,85846.08211304988 1248 | 2707,109539.65647590412 1249 | 2708,141274.19649426214 1250 | 2709,114334.8671413237 1251 | 2710,134124.6177763823 1252 | 2711,317863.90804502263 1253 | 2712,430835.61977047747 1254 | 2713,160835.88456748487 1255 | 2714,144344.31199667507 1256 | 2715,168858.42621407215 1257 | 2716,128567.66737018042 1258 | 2717,188140.70738143264 1259 | 2718,215683.00203775876 1260 | 2719,154209.3440203895 1261 | 2720,183289.082130299 1262 | 2721,126503.404590141 1263 | 2722,152823.31207859976 1264 | 2723,137252.29608929902 1265 | 2724,120009.67418787409 1266 | 2725,127845.75708187737 1267 | 2726,128806.88975650958 1268 | 2727,180283.01469907694 1269 | 2728,193708.24727384606 1270 | 2729,146130.36017309054 1271 | 2730,148831.65238740266 1272 | 2731,141073.9874735194 1273 | 2732,145555.34932646708 1274 | 2733,151960.51673387463 1275 | 2734,125710.32688555068 1276 | 2735,138671.57246971218 1277 | 2736,134341.7105805602 1278 | 2737,125539.54177454786 1279 | 2738,133258.05932595755 1280 | 2739,145509.45069526762 1281 | 2740,138645.6878243109 1282 | 2741,144040.63413570903 1283 | 2742,166178.80115600454 1284 | 2743,155458.7873146893 1285 | 2744,168073.71199791488 1286 | 2745,142550.9377897327 1287 | 2746,145458.13501157652 1288 | 2747,169501.78092688203 1289 | 2748,123186.76608030028 1290 | 2749,137467.3564404345 1291 | 2750,114224.82905129893 1292 | 2751,140354.07875462514 1293 | 2752,196247.03598359134 1294 | 2753,169556.31893376826 1295 | 2754,238734.28252999118 1296 | 2755,147299.75174516917 1297 | 2756,88130.08715052828 1298 | 2757,75105.06112499587 1299 | 2758,83107.3547044433 1300 | 2759,181536.9554870441 1301 | 2760,135816.32089955514 1302 | 2761,133405.94599759087 1303 | 2762,129052.07724840246 1304 | 2763,193395.6268687994 1305 | 2764,154762.9339135007 1306 | 2765,286413.0633669682 1307 | 2766,122884.9515692233 1308 | 2767,84265.62754610565 1309 | 2768,131996.07521589345 1310 | 2769,144133.4113970878 1311 | 2770,143646.00432623795 1312 | 2771,102143.77162861981 1313 | 2772,103844.99955289415 1314 | 2773,191243.29602120613 1315 | 2774,151337.20063314983 1316 | 2775,118777.59714759144 1317 | 2776,152398.04912903372 1318 | 2777,160792.66065654065 1319 | 2778,105187.76872138696 1320 | 2779,137314.27135200825 1321 | 2780,95124.16697953419 1322 | 2781,82319.53576912478 1323 | 2782,93804.41752814339 1324 | 2783,106787.96079104341 1325 | 2784,133993.1731773911 1326 | 2785,146741.40416446025 1327 | 2786,57905.599550568186 1328 | 2787,121594.49660272825 1329 | 2788,70382.2242429483 1330 | 2789,179574.6681246751 1331 | 2790,102509.62378956893 1332 | 2791,109720.6308581587 1333 | 2792,67429.18951051257 1334 | 2793,142515.90750017695 1335 | 2794,100661.53606014675 1336 | 2795,126019.92039275546 1337 | 2796,105923.52114667409 1338 | 2797,212316.4129192569 1339 | 2798,125532.29803399523 1340 | 2799,111556.67630528944 1341 | 2800,73907.97287463603 1342 | 2801,129429.69104758132 1343 | 2802,130083.13741153816 1344 | 2803,162609.99883777054 1345 | 2804,129870.59445764922 1346 | 2805,104876.63882710229 1347 | 2806,75219.21857112856 1348 | 2807,180117.50741165905 1349 | 2808,160824.08856528363 1350 | 2809,120106.42477976315 1351 | 2810,127932.89375345055 1352 | 2811,177037.06047072998 1353 | 2812,182505.1202015144 1354 | 2813,152996.25026062533 1355 | 2814,153769.91694592434 1356 | 2815,118022.47428535232 1357 | 2816,193321.07932090684 1358 | 2817,157235.4074817376 1359 | 2818,123704.21662848846 1360 | 2819,193229.273709608 1361 | 2820,137209.14147242904 1362 | 2821,108021.06209528408 1363 | 2822,177607.85835642146 1364 | 2823,321265.2555977515 1365 | 2824,174045.17299385322 1366 | 2825,153493.44161164062 1367 | 2826,133165.40903297102 1368 | 2827,121880.35049372153 1369 | 2828,245039.56184145663 1370 | 2829,218858.9494390355 1371 | 2830,212035.31860273983 1372 | 2831,189152.4367864178 1373 | 2832,232117.14056452422 1374 | 2833,325429.38697513036 1375 | 2834,235595.57390115032 1376 | 2835,233844.42656491778 1377 | 2836,193315.84731285833 1378 | 2837,154910.34129983018 1379 | 2838,147286.9523797757 1380 | 2839,160393.27740079554 1381 | 2840,208809.47971509525 1382 | 2841,205956.31229844567 1383 | 2842,229608.68898297264 1384 | 2843,151897.07666758721 1385 | 2844,185792.7944672063 1386 | 2845,135185.53373212385 1387 | 2846,208691.56669483433 1388 | 2847,230732.8821548156 1389 | 2848,198894.83285303507 1390 | 2849,199922.67309559503 1391 | 2850,277173.23110465467 1392 | 2851,215067.63366122963 1393 | 2852,233947.72287589376 1394 | 2853,236272.21512616426 1395 | 2854,140745.99395112979 1396 | 2855,203643.23741629324 1397 | 2856,202536.82862810692 1398 | 2857,192269.51053581573 1399 | 2858,207227.84212735237 1400 | 2859,76464.49187120426 1401 | 2860,140538.84101020638 1402 | 2861,117964.29356961558 1403 | 2862,166847.24619452388 1404 | 2863,135508.90199128503 1405 | 2864,265732.782793562 1406 | 2865,139460.87118317652 1407 | 2866,123919.1175797881 1408 | 2867,80838.58951481184 1409 | 2868,89448.73582833853 1410 | 2869,83028.03320072753 1411 | 2870,109825.3570237699 1412 | 2871,70942.42265960155 1413 | 2872,32807.54046753465 1414 | 2873,80619.6771637713 1415 | 2874,144889.2816522165 1416 | 2875,107735.84906455965 1417 | 2876,157857.01697439278 1418 | 2877,157750.39907284937 1419 | 2878,151977.1185795155 1420 | 2879,133491.79955695715 1421 | 2880,104699.28609301755 1422 | 2881,154615.3662171415 1423 | 2882,202423.97111586214 1424 | 2883,205669.06777356326 1425 | 2884,199609.0571773135 1426 | 2885,196081.70254654682 1427 | 2886,252310.28529883944 1428 | 2887,116467.39882324875 1429 | 2888,159016.51318255853 1430 | 2889,45914.208370628316 1431 | 2890,86911.01025572242 1432 | 2891,145621.7742812658 1433 | 2892,10942.819751880117 1434 | 2893,69558.6933338397 1435 | 2894,10621.497661059599 1436 | 2895,338600.6398486716 1437 | 2896,280771.42554851616 1438 | 2897,229551.49041828443 1439 | 2898,131876.87566626084 1440 | 2899,212415.88315047568 1441 | 2900,152215.925532069 1442 | 2901,220851.2100219797 1443 | 2902,183351.916583499 1444 | 2903,307782.02608903416 1445 | 2904,341743.1623899939 1446 | 2905,81273.22382481527 1447 | 2906,200304.39515252865 1448 | 2907,101487.06992503247 1449 | 2908,120757.86076567137 1450 | 2909,136587.19867953606 1451 | 2910,73852.41699613658 1452 | 2911,71361.17009770377 1453 | 2912,162205.1297413477 1454 | 2913,69759.21695257694 1455 | 2914,63332.75875869905 1456 | 2915,76413.04769870747 1457 | 2916,80813.63103700205 1458 | 2917,162057.45544236776 1459 | 2918,104095.99248769548 1460 | 2919,225828.09701617697 1461 | -------------------------------------------------------------------------------- /Pandas to sklearn/images/kfold.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tdpetrou/Machine-Learning-Tutorials/2bfd86074f95077a783cc1b5735ab3f96c6cca92/Pandas to sklearn/images/kfold.png -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Master the Python Data Science Ecosystem 2 | 3 | If you are looking for a comprehensive path to help you become an expert at the python data science ecosystem, check out the following books I wrote. 4 | 5 | * [Master the Fundamentals of Python][1] 6 | * [Master Data Analysis with Python][2] 7 | * [Master Machine Learning with Python][3] 8 | 9 | ## Get started for free 10 | 11 | Sample my material by taking my [free Intro to Pandas class][4]. 12 | 13 | [0]: https://dunderdata.com 14 | [1]: https://www.dunderdata.com/master-the-fundamentals-of-python 15 | [2]: https://www.dunderdata.com/master-data-analysis-with-python 16 | [3]: https://www.dunderdata.com/master-machine-learning-with-python 17 | [4]: https://www.dunderdata.com/intro-to-pandas 18 | 19 | --------------------------------------------------------------------------------