# Notebook from mjstriffler/housingdata_project
Path: .ipynb_checkpoints/LinearRegresionNetMigration-Copy1-checkpoint.ipynb

<code>
%matplotlib inline
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
_____no_output_____# Read the excel file into a pandas DataFrame

countyData = pd.read_excel('floridacounty.xlsx')

list(countyData.columns)_____no_output_____countyData['Average Home Price'].apply(np.ceil)_____no_output_____countyData=countyData.drop('Umemployment', axis =1)_____no_output_____dummy = ["Time_Frame",'GeographyA',
 'County_GeographyA',
 'Geography B',
 'County_GeographyB']

newCounty = pd.get_dummies(countyData, columns= dummy)
newCounty.head()
_____no_output_____columns = newCounty.drop("Net Migration from Geography B to Geography A1", axis=1)
list(columns)_____no_output_____# Assign the data to X and y
# Note: Sklearn requires a two-dimensional array of values
# so we use reshape to create this

X = newCounty.drop("Net Migration from Geography B to Geography A1", axis=1).values
y = newCounty["Net Migration from Geography B to Geography A1"].values.reshape(-1, 1)

print("Shape: ", X.shape, y.shape)Shape:  (22608, 1722) (22608, 1)
from sklearn.model_selection import train_test_split

X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)
_____no_output_____# Create the model

from sklearn.linear_model import LinearRegression

model = LinearRegression()_____no_output_____# Fit the model to the training data.
model.fit(X_train, y_train)_____no_output_____#print('Weight coefficients: ', model.coef_)
#print('y-axis intercept: ', model.intercept_)
importance=model.coef_[0]

features_importance = []

for i, v in enumerate(importance):
    features_importance.append(v)

features_importance_names = zip(features_importance, columns)
print(tuple(features_importance_names))
plt.bar([x for x in range(len(importance))], importance)
plt.title("Importance of Factors")
plt.show()((0.32688349437195796, 'Flow from Geography B to Geography A'), (-0.5227001340805729, 'Counterflow from Geography A to Geography B1'), (565.714543180444, 'Average Home Price'), (288234761.24157757, 'Time_Frame_2014-2018'), (-758982328.9246887, 'GeographyA_Florida'), (28174916.319828536, 'County_GeographyA_Alachua County'), (38186206.7463466, 'County_GeographyA_Baker County'), (15240001.048939412, 'County_GeographyA_Bay County'), (57058967.21271861, 'County_GeographyA_Bradford County'), (20214809.38788081, 'County_GeographyA_Brevard County'), (-7707056.4367619455, 'County_GeographyA_Broward County'), (74512124.98633581, 'County_GeographyA_Calhoun County'), (18102798.281640746, 'County_GeographyA_Charlotte County'), (49999869.28471131, 'County_GeographyA_Citrus County'), (19211432.247932658, 'County_GeographyA_Clay County'), (-62195038.95266671, 'County_GeographyA_Collier County'), (49478370.560075805, 'County_GeographyA_Columbia County'), (61056064.473352104, 'County_GeographyA_DeSoto County'), (75040829.0323087, 'County_GeographyA_Dixie County'), (32500776.96865774, 'County_GeographyA_Duval County'), (46230973.1926925, 'County_GeographyA_Escambia County'), (8395433.763520695, 'County_GeographyA_Flagler County'), (-16586423.058891248, 'County_GeographyA_Franklin County'), (67356166.47078651, 'County_GeographyA_Gadsden County'), (40922429.18703395, 'County_GeographyA_Gilchrist County'), (57345137.24142975, 'County_GeographyA_Glades County'), (19141441.953036167, 'County_GeographyA_Gulf County'), (74870561.25016187, 'County_GeographyA_Hamilton County'), (66589799.67883897, 'County_GeographyA_Hardee County'), (60677384.44363286, 'County_GeographyA_Hendry County'), (46526504.701637864, 'County_GeographyA_Hernando County'), (60000484.707339786, 'County_GeographyA_Highlands County'), (11405345.625455678, 'County_GeographyA_Hillsborough County'), (72336208.28403386, 'County_GeographyA_Holmes County'), (15184037.40801602, 'County_GeographyA_Indian River County'), (68782563.24656573, 'County_GeographyA_Jackson County'), (43904518.16265194, 'County_GeographyA_Jefferson County'), (64362498.43112303, 'County_GeographyA_Lafayette County'), (16706983.32637751, 'County_GeographyA_Lake County'), (1782481.3379468806, 'County_GeographyA_Lee County'), (29801493.79764248, 'County_GeographyA_Leon County'), (54038873.69938276, 'County_GeographyA_Levy County'), (67988824.76555745, 'County_GeographyA_Liberty County'), (71300181.45187527, 'County_GeographyA_Madison County'), (-16568320.60019295, 'County_GeographyA_Manatee County'), (50282452.41645987, 'County_GeographyA_Marion County'), (-20745336.745954096, 'County_GeographyA_Martin County'), (-29269876.890891, 'County_GeographyA_Miami-Dade County'), (-196539010.44464588, 'County_GeographyA_Monroe County'), (-16884233.571834803, 'County_GeographyA_Nassau County'), (8116866.0992920995, 'County_GeographyA_Okaloosa County'), (43012496.46562837, 'County_GeographyA_Okeechobee County'), (-115148.95062610507, 'County_GeographyA_Orange County'), (15967571.998539101, 'County_GeographyA_Osceola County'), (-18843871.390175655, 'County_GeographyA_Palm Beach County'), (35795444.47881583, 'County_GeographyA_Pasco County'), (13862155.845109373, 'County_GeographyA_Pinellas County'), (37012503.2025852, 'County_GeographyA_Polk County'), (65809073.905091725, 'County_GeographyA_Putnam County'), (15724462.957428094, 'County_GeographyA_Santa Rosa County'), (-15505266.082018528, 'County_GeographyA_Sarasota County'), (400535.3358870419, 'County_GeographyA_Seminole County'), (-41187761.48238749, 'County_GeographyA_St. Johns County'), (21154797.503768057, 'County_GeographyA_St. Lucie County'), (-16244218.625806067, 'County_GeographyA_Sumter County'), (55167817.06722535, 'County_GeographyA_Suwannee County'), (71429743.22372335, 'County_GeographyA_Taylor County'), (54747107.13600705, 'County_GeographyA_Union County'), (27047115.231331047, 'County_GeographyA_Volusia County'), (32514636.878994845, 'County_GeographyA_Wakulla County'), (-76321921.95240015, 'County_GeographyA_Walton County'), (68944888.56206419, 'County_GeographyA_Washington County'), (-7594820.727793112, 'Geography B_Africa'), (-7351054.780718707, 'Geography B_Alabama'), (-5149288.372004468, 'Geography B_Alaska'), (-7351074.354488311, 'Geography B_Arizona'), (-7351041.176993292, 'Geography B_Arkansas'), (-7594984.853160769, 'Geography B_Asia'), (-7351133.565820403, 'Geography B_California'), (-7595158.242933512, 'Geography B_Caribbean'), (-7594897.818887189, 'Geography B_Central America'), (-7351047.572790895, 'Geography B_Colorado'), (-7351041.439128885, 'Geography B_Connecticut'), (-7351041.384914567, 'Geography B_Delaware'), (30045498.183997337, 'Geography B_District of Columbia'), (-7594942.749407679, 'Geography B_Europe'), (-7351028.714240074, 'Geography B_Florida'), (-7351051.493436374, 'Geography B_Georgia'), (-16031147.144767437, 'Geography B_Hawaii'), (-7351071.197229078, 'Geography B_Idaho'), (-7351040.759828512, 'Geography B_Illinois'), (-7351045.349486671, 'Geography B_Indiana'), (-7351057.369855732, 'Geography B_Iowa'), (-7351042.220505662, 'Geography B_Kansas'), (-7351043.391274195, 'Geography B_Kentucky'), (-9363957.042720376, 'Geography B_Louisiana'), (-7351052.799025837, 'Geography B_Maine'), (-7351038.456934231, 'Geography B_Maryland'), (-7351037.070668051, 'Geography B_Massachusetts'), (-7351043.23078285, 'Geography B_Michigan'), (-7351054.176995695, 'Geography B_Minnesota'), (-7351044.014410261, 'Geography B_Mississippi'), (-7351045.61745817, 'Geography B_Missouri'), (-7351051.241874205, 'Geography B_Montana'), (-7351040.470537325, 'Geography B_Nebraska'), (-7351045.138985363, 'Geography B_Nevada'), (-7351108.538457714, 'Geography B_New Hampshire'), (-7351034.759957261, 'Geography B_New Jersey'), (-7351048.769931084, 'Geography B_New Mexico'), (-7351039.96413359, 'Geography B_New York'), (-7351057.497070156, 'Geography B_North Carolina'), (-7351051.653367881, 'Geography B_North Dakota'), (-7594878.867097065, 'Geography B_Northern America'), (-7594779.048656009, 'Geography B_Oceania and At Sea'), (-7351037.485559258, 'Geography B_Ohio'), (-7351056.671857471, 'Geography B_Oklahoma'), (-7351056.145997684, 'Geography B_Oregon'), (-7351042.79611777, 'Geography B_Pennsylvania'), (-8948339.062663227, 'Geography B_Puerto Rico'), (-7351042.212882803, 'Geography B_Rhode Island'), (-7595214.4609642625, 'Geography B_South America'), (-7351049.9608154595, 'Geography B_South Carolina'), (-7351039.426870735, 'Geography B_South Dakota'), (-7351050.510702774, 'Geography B_Tennessee'), (-7351054.262145571, 'Geography B_Texas'), (-7594801.143929021, 'Geography B_U.S. Island Areas'), (-7351036.273743716, 'Geography B_Utah'), (-7351054.431551861, 'Geography B_Vermont'), (-7351054.981161017, 'Geography B_Virginia'), (-7351052.424326122, 'Geography B_Washington'), (-7351046.656446364, 'Geography B_West Virginia'), (-7351045.579533294, 'Geography B_Wisconsin'), (-7351048.263112856, 'Geography B_Wyoming'), (-243714.37338191093, 'County_GeographyB_Abbeville County'), (-243698.57806234522, 'County_GeographyB_Accomack County'), (-243692.22614678508, 'County_GeographyB_Ada County'), (-243716.73349661008, 'County_GeographyB_Adair County'), (-243698.57869347977, 'County_GeographyB_Adams County'), (-243694.72356659384, 'County_GeographyB_Addison County'), (1353618.9938663393, 'County_GeographyB_Adjuntas Municipio'), (1353605.394380957, 'County_GeographyB_Aguada Municipio'), (1353625.444061609, 'County_GeographyB_Aguadilla Municipio'), (1353595.4938422097, 'County_GeographyB_Aguas Buenas Municipio'), (1353627.1975789708, 'County_GeographyB_Aibonito Municipio'), (-243701.92518414487, 'County_GeographyB_Aiken County'), (-243698.88626915083, 'County_GeographyB_Aitkin County'), (-243711.90498225018, 'County_GeographyB_Alachua County'), (-243703.31731796823, 'County_GeographyB_Alamance County'), (-243620.7060467794, 'County_GeographyB_Alameda County'), (-243710.95777181326, 'County_GeographyB_Alamosa County'), (-243708.27107684407, 'County_GeographyB_Albany County'), (-243703.17185090622, 'County_GeographyB_Albemarle County'), (-243716.2299763182, 'County_GeographyB_Alcona County'), (-243725.9782986409, 'County_GeographyB_Alcorn County'), (-2445471.921754754, 'County_GeographyB_Aleutians West Census Area'), (-243714.2429656005, 'County_GeographyB_Alexander County'), (-243705.82177015813, 'County_GeographyB_Alexandria city'), (-243719.60257376928, 'County_GeographyB_Alger County'), (-243696.07928979862, 'County_GeographyB_Allegan County'), (-243723.25639059627, 'County_GeographyB_Allegany County'), (-243716.3085821611, 'County_GeographyB_Alleghany County'), (-243684.79365884047, 'County_GeographyB_Allegheny County'), (-243715.26141857682, 'County_GeographyB_Allen County'), (1769179.192782498, 'County_GeographyB_Allen Parish'), (-243704.04591910946, 'County_GeographyB_Alpena County'), (-243715.60204375267, 'County_GeographyB_Amherst County'), (-243712.86509474827, 'County_GeographyB_Amite County'), (-2445442.5277349586, 'County_GeographyB_Anchorage Municipality'), (-243719.40821625292, 'County_GeographyB_Anderson County'), (-243712.49983430447, 'County_GeographyB_Andrew County'), (-8604794.817445949, 'County_GeographyB_Andrews County'), (-243705.86610537092, 'County_GeographyB_Androscoggin County'), (-243742.6953080895, 'County_GeographyB_Angelina County'), (-243673.49363394082, 'County_GeographyB_Anne Arundel County'), (-243689.31573738588, 'County_GeographyB_Anoka County'), (-243716.1281806457, 'County_GeographyB_Anson County'), (-243726.15558772022, 'County_GeographyB_Antrim County'), (-243669.76024095743, 'County_GeographyB_Apache County'), (7817534.269570201, 'County_GeographyB_Appanoose County'), (-243696.5196320801, 'County_GeographyB_Appling County'), (-243726.91932499915, 'County_GeographyB_Appomattox County'), (-243708.20914882002, 'County_GeographyB_Arapahoe County'), (1353628.3615344977, 'County_GeographyB_Arecibo Municipio'), (-243686.8270916532, 'County_GeographyB_Arenac County'), (-243687.1737522774, 'County_GeographyB_Arlington County'), (-243715.31806477095, 'County_GeographyB_Armstrong County'), (-243698.4961116538, 'County_GeographyB_Aroostook County'), (1353539.659303818, 'County_GeographyB_Arroyo Municipio'), (1769176.1060496992, 'County_GeographyB_Ascension Parish'), (-243699.19184341206, 'County_GeographyB_Ashe County'), (-243735.9877950364, 'County_GeographyB_Ashland County'), (-243719.99417857954, 'County_GeographyB_Ashtabula County'), (-289797.7698812387, 'County_GeographyB_Asotin County'), (-243728.86798247974, 'County_GeographyB_Atascosa County'), (-243733.43537810724, 'County_GeographyB_Atchison County'), (-243716.06179544562, 'County_GeographyB_Athens County'), (-243705.87753201555, 'County_GeographyB_Atkinson County'), (-243695.85480847908, 'County_GeographyB_Atlantic County'), (-243711.84819206083, 'County_GeographyB_Atoka County'), (-243776.9413311209, 'County_GeographyB_Attala County'), (-243710.73942936683, 'County_GeographyB_Audrain County'), (-243730.7321291892, 'County_GeographyB_Auglaize County'), (-243732.4674130634, 'County_GeographyB_Augusta County'), (-243717.3613545021, 'County_GeographyB_Austin County'), (-243698.24790408497, 'County_GeographyB_Autauga County'), (-243712.1103267367, 'County_GeographyB_Avery County'), (1769206.0408568326, 'County_GeographyB_Avoyelles Parish'), (1353624.609617191, 'County_GeographyB_Añasco Municipio'), (-243632.53772662836, 'County_GeographyB_Bacon County'), (-243740.59251551703, 'County_GeographyB_Baker County'), (-243698.08726156782, 'County_GeographyB_Baldwin County'), (-243704.43993670377, 'County_GeographyB_Baltimore County'), (-243721.53083454166, 'County_GeographyB_Baltimore city'), (709567.8249849814, 'County_GeographyB_Bamberg County'), (-243724.561959924, 'County_GeographyB_Bandera County'), (-243706.54163782857, 'County_GeographyB_Banks County'), (-243707.32316798496, 'County_GeographyB_Bannock County'), (-243738.54681642982, 'County_GeographyB_Baraga County'), (-243717.30414777342, 'County_GeographyB_Barbour County'), (1353646.6780787893, 'County_GeographyB_Barceloneta Municipio'), (-243671.15123854333, 'County_GeographyB_Barnes County'), (-243721.57849771716, 'County_GeographyB_Barnstable County'), (-243716.14046272077, 'County_GeographyB_Barnwell County'), (1353678.8639110369, 'County_GeographyB_Barranquitas Municipio'), (-243735.69925528503, 'County_GeographyB_Barren County'), (-243718.69361296436, 'County_GeographyB_Barron County'), (-243713.29005453765, 'County_GeographyB_Barrow County'), (-243719.1214238496, 'County_GeographyB_Barry County'), (-243717.3926578113, 'County_GeographyB_Bartholomew County'), (-243728.70451926277, 'County_GeographyB_Barton County'), (-243703.05573933438, 'County_GeographyB_Bartow County'), (-243672.24295897014, 'County_GeographyB_Bastrop County'), (-243731.9692133381, 'County_GeographyB_Bath County'), (-243725.57766648126, 'County_GeographyB_Baxter County'), (-243672.64671883173, 'County_GeographyB_Bay County'), (1353645.0218539024, 'County_GeographyB_Bayamón Municipio'), (-243723.5735028163, 'County_GeographyB_Bayfield County'), (-243713.04081807696, 'County_GeographyB_Baylor County'), (-243728.38379097648, 'County_GeographyB_Beadle County'), (-243703.8234572973, 'County_GeographyB_Beaufort County'), (-243701.34835411666, 'County_GeographyB_Beaver County'), (-243702.73145166942, 'County_GeographyB_Becker County'), (-243702.19379370025, 'County_GeographyB_Bedford County'), (-243644.33630307112, 'County_GeographyB_Belknap County'), (-243706.16781964945, 'County_GeographyB_Bell County'), (-243733.30084858648, 'County_GeographyB_Belmont County'), (-243715.10999283966, 'County_GeographyB_Beltrami County'), (-243721.59898428567, 'County_GeographyB_Ben Hill County'), (-243718.9215081639, 'County_GeographyB_Bennett County'), (-243671.73708946205, 'County_GeographyB_Bennington County'), (-243713.8168513351, 'County_GeographyB_Benton County'), (-243726.56860329612, 'County_GeographyB_Benzie County'), (-243662.42571660317, 'County_GeographyB_Bergen County'), (-243704.29478848155, 'County_GeographyB_Berkeley County'), (-243694.1218871302, 'County_GeographyB_Berks County'), (-243720.83686653525, 'County_GeographyB_Berkshire County'), (-243699.1598295045, 'County_GeographyB_Bernalillo County'), (-243721.9790507215, 'County_GeographyB_Berrien County'), (-243710.03444530687, 'County_GeographyB_Bertie County'), (-2445428.3493145723, 'County_GeographyB_Bethel Census Area'), (-243695.2058433676, 'County_GeographyB_Bexar County'), (-243718.59657540824, 'County_GeographyB_Bibb County'), (-243723.48846269422, 'County_GeographyB_Big Horn County'), (-243714.90507718455, 'County_GeographyB_Bingham County'), (-243704.16666794597, 'County_GeographyB_Black Hawk County'), (-243676.84843208105, 'County_GeographyB_Blackford County'), (-243755.7389176773, 'County_GeographyB_Bladen County'), (-243701.21447568655, 'County_GeographyB_Blaine County'), (-243707.9776402047, 'County_GeographyB_Blair County'), (-243725.86112121312, 'County_GeographyB_Blanco County'), (-1146616.1019714791, 'County_GeographyB_Bleckley County'), (-243727.1105563594, 'County_GeographyB_Bledsoe County'), (-243717.55395466555, 'County_GeographyB_Blount County'), (-243705.8373288461, 'County_GeographyB_Blue Earth County'), (-243749.58434694773, 'County_GeographyB_Bolivar County'), (-243724.69709908625, 'County_GeographyB_Bollinger County'), (-243728.37644236995, 'County_GeographyB_Bon Homme County'), (-243707.63767679315, 'County_GeographyB_Bond County'), (-243683.60909591778, 'County_GeographyB_Bonneville County'), (-243710.96290694317, 'County_GeographyB_Boone County'), (-243714.88982161204, 'County_GeographyB_Bosque County'), (1769185.9809689093, 'County_GeographyB_Bossier Parish'), (-243700.62762946234, 'County_GeographyB_Botetourt County'), (-243701.4799662819, 'County_GeographyB_Bottineau County'), (-243717.1843611207, 'County_GeographyB_Boulder County'), (-243711.38533884427, 'County_GeographyB_Boundary County'), (-243723.01200268388, 'County_GeographyB_Bourbon County'), (-243678.97481075302, 'County_GeographyB_Bowie County'), (-243719.91782437253, 'County_GeographyB_Box Elder County'), (-243724.79197155894, 'County_GeographyB_Boyd County'), (-243732.657526433, 'County_GeographyB_Boyle County'), (-7582828.963272177, 'County_GeographyB_Bracken County'), (-243730.32722297683, 'County_GeographyB_Bradford County'), (-243721.59009740502, 'County_GeographyB_Bradley County'), (-243714.19353804179, 'County_GeographyB_Branch County'), (-243725.60827971995, 'County_GeographyB_Brantley County'), (-243690.97404216207, 'County_GeographyB_Braxton County'), (-243726.47432567086, 'County_GeographyB_Brazoria County'), (-243704.51116525522, 'County_GeographyB_Brazos County'), (-243735.1747674807, 'County_GeographyB_Breathitt County'), (-3268819.6856931937, 'County_GeographyB_Breckinridge County'), (-243709.46882625055, 'County_GeographyB_Bremer County'), (-243707.07924662717, 'County_GeographyB_Brevard County'), (-2577298.647676272, 'County_GeographyB_Briscoe County'), (-2445481.4904209864, 'County_GeographyB_Bristol Bay Borough'), (-243710.58966621733, 'County_GeographyB_Bristol County'), (-243708.22993366094, 'County_GeographyB_Bristol city'), (-10175366.32749133, 'County_GeographyB_Broadwater County'), (-243649.3972891532, 'County_GeographyB_Bronx County'), (-243729.26589435723, 'County_GeographyB_Brooke County'), (-243713.6051040629, 'County_GeographyB_Brookings County'), (-243707.93104593107, 'County_GeographyB_Brooks County'), (-243715.09231087705, 'County_GeographyB_Broome County'), (-243717.01662602206, 'County_GeographyB_Broomfield County'), (-243498.43521611392, 'County_GeographyB_Broward County'), (-243722.6799572911, 'County_GeographyB_Brown County'), (-243726.73633337463, 'County_GeographyB_Brule County'), (-243710.8742730571, 'County_GeographyB_Brunswick County'), (-243696.65067686327, 'County_GeographyB_Bryan County'), (-243707.25516667182, 'County_GeographyB_Buchanan County'), (-243699.52073208522, 'County_GeographyB_Buckingham County'), (-243703.2296509329, 'County_GeographyB_Bucks County'), (-243705.57449286053, 'County_GeographyB_Buena Vista County'), (-243726.1596998709, 'County_GeographyB_Buena Vista city'), (-243699.88620235503, 'County_GeographyB_Buffalo County'), (-243727.32373721164, 'County_GeographyB_Bullitt County'), (-243701.2536827044, 'County_GeographyB_Bulloch County'), (-243692.83552476708, 'County_GeographyB_Bullock County'), (-243708.78668276197, 'County_GeographyB_Buncombe County'), (-243714.59347870806, 'County_GeographyB_Bureau County'), (-243713.49182688305, 'County_GeographyB_Burke County'), (-243710.42909264076, 'County_GeographyB_Burleigh County'), (-243714.18913337163, 'County_GeographyB_Burleson County'), 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'County_GeographyB_Wichita County'), (-243715.0700657377, 'County_GeographyB_Wicomico County'), (-243735.06687210407, 'County_GeographyB_Wilcox County'), (-243716.06690018775, 'County_GeographyB_Wilkes County'), (3.788683499329635e-21, 'County_GeographyB_Wilkinson County'), (-243700.90310814825, 'County_GeographyB_Will County'), (-243716.2557247723, 'County_GeographyB_Williams County'), (-243699.81698374494, 'County_GeographyB_Williamsburg County'), (-243707.80776985618, 'County_GeographyB_Williamsburg city'), (-243721.43018807285, 'County_GeographyB_Williamson County'), (-243710.32316558575, 'County_GeographyB_Wilson County'), (-243710.72041568998, 'County_GeographyB_Winchester city'), (-243714.27313383762, 'County_GeographyB_Windham County'), (-243697.16339944745, 'County_GeographyB_Windsor County'), (-243661.5151029349, 'County_GeographyB_Winkler County'), (1769201.0895836428, 'County_GeographyB_Winn Parish'), (-243698.20959204086, 'County_GeographyB_Winnebago County'), (-243723.2252672009, 'County_GeographyB_Winona County'), (-243702.40072195663, 'County_GeographyB_Winston County'), (-243727.56136518568, 'County_GeographyB_Wirt County'), (-243693.1440411564, 'County_GeographyB_Wise County'), (-243715.2836654284, 'County_GeographyB_Wood County'), (-243688.452565906, 'County_GeographyB_Woodbury County'), (-243714.49975749035, 'County_GeographyB_Woodford County'), (-243653.3826532573, 'County_GeographyB_Woods County'), (-2.3791886119542713e-21, 'County_GeographyB_Woodward County'), (-243695.89104212075, 'County_GeographyB_Worcester County'), (-243707.69579594515, 'County_GeographyB_Worth County'), (-2445485.280448762, 'County_GeographyB_Wrangell City and Borough'), (-243715.90741799714, 'County_GeographyB_Wright County'), (-243730.7700384193, 'County_GeographyB_Wyandot County'), (-243727.13962482032, 'County_GeographyB_Wyandotte County'), (-243718.6869130535, 'County_GeographyB_Wyoming County'), (-243698.37600005022, 'County_GeographyB_Wythe County'), (1353602.3414710397, 'County_GeographyB_Yabucoa Municipio'), (-243708.9696966008, 'County_GeographyB_Yadkin County'), (-243708.67719478905, 'County_GeographyB_Yakima County'), (-243720.4450534021, 'County_GeographyB_Yamhill County'), (-243716.35549481923, 'County_GeographyB_Yancey County'), (-243702.85048646896, 'County_GeographyB_Yankton County'), (-243728.98504963622, 'County_GeographyB_Yates County'), (1353568.175457343, 'County_GeographyB_Yauco Municipio'), (-243691.8356934823, 'County_GeographyB_Yavapai County'), (-243722.67963872897, 'County_GeographyB_Yazoo County'), (-243727.90844833024, 'County_GeographyB_Yell County'), (-243713.58484998625, 'County_GeographyB_Yellowstone County'), (-243648.39127890696, 'County_GeographyB_Yolo County'), (-243697.51723716268, 'County_GeographyB_York County'), (-243631.72915580403, 'County_GeographyB_Yuba County'), (-243676.20887021697, 'County_GeographyB_Yuma County'), (-243722.4214984031, 'County_GeographyB_Zapata County'))
from sklearn.metrics import mean_squared_error, r2_score

# Use our model to make predictions
predicted = model.predict(X_test)

# Score the predictions with mse and r2
mse = mean_squared_error(y_test, predicted)
r2 = r2_score(y_test, predicted)

print(f"Mean Squared Error (MSE): {mse}")
print(f"R-squared (R2 ): {r2}")Mean Squared Error (MSE): 88637700511.64937
R-squared (R2 ): -1603623.3271062735
model.score(X_test, y_test)_____no_output_____rsquared = 1 - (1-model.score(X_test, y_test))*(len(y)-1)/(len(y)-X.shape[1]-1)
rsquared_____no_output_____# Note: we have to transform our min and max values
# This is the required format for `model.predict()`

x_min = np.array([[X.min()]])
x_max = np.array([[X.max()]])
print(f"Min X Value: {x_min}")
print(f"Max X Value: {x_max}")Min X Value: [[0.]]
Max X Value: [[563468.0625]]
from sklearn.metrics import mean_squared_error, r2_score

# Use our model to make predictions
predicted = model.predict(X_test)

# Score the predictions with mse and r2
mse = mean_squared_error(y_test, predicted)
r2 = r2_score(y_test, predicted)

print(f"Mean Squared Error (MSE): {mse}")
print(f"R-squared (R2 ): {r2}")Mean Squared Error (MSE): 88637700511.64937
R-squared (R2 ): -1603623.3271062735
model.score(X_test, y_test)_____no_output_____# Assign the data to X and y
# Note: Sklearn requires a two-dimensional array of values
# so we use reshape to create this

X = newCounty['Average Home Price'].values.reshape(-1, 1)
y = newCounty["Net Migration from Geography B to Geography A1"].values.reshape(-1, 1)

print("Shape: ", X.shape, y.shape)Shape:  (22608, 1) (22608, 1)
from sklearn.model_selection import train_test_split

X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)_____no_output_____
model = LinearRegression()
model.fit(X_train, y_train)_____no_output_____importance=model.coef_[0]

features_importance = []

for i, v in enumerate(importance):
    features_importance.append(v)

features_importance_names = zip(features_importance)
print(tuple(features_importance_names))
plt.bar([x for x in range(len(importance))], importance)
plt.title("Importance of Factors")
plt.show()((-3.7451769030586923e-05,),)
# Use our model to make predictions
predicted = model.predict(X_test)

# Score the predictions with mse and r2
mse = mean_squared_error(y_test, predicted)
r2 = r2_score(y_test, predicted)

print(f"Mean Squared Error (MSE): {mse}")
print(f"R-squared (R2 ): {r2}")Mean Squared Error (MSE): 55280.202373393906
R-squared (R2 ): -0.0001238391973132913
model.score(X_test, y_test)
rsquared = 1 - (1-model.score(X_test, y_test))*(len(y)-1)/(len(y)-X.shape[1]-1)
rsquared_____no_output_____
</code>