\n | x | \ny | \nlsat7_2000_10 | \nlsat7_2000_20 | \nnew_name | \nlsat7_2000_40 | \nlsat7_2000_50 | \nlsat7_2000_70_2 | \n
---|---|---|---|---|---|---|---|---|
0 | \n630534.000000 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
1 | \n630562.558402 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
2 | \n630591.116803 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
3 | \n630619.675205 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
4 | \n630648.233607 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
Pipeline(steps=[('scaling', StandardScaler()),\n ('classifier', LogisticRegressionCV(n_jobs=-1))])In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
Pipeline(steps=[('scaling', StandardScaler()),\n ('classifier', LogisticRegressionCV(n_jobs=-1))])
StandardScaler()
LogisticRegressionCV(n_jobs=-1)
Pipeline(steps=[('scaling', StandardScaler()),\n ('classifier', LogisticRegressionCV(n_jobs=-1))])In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
Pipeline(steps=[('scaling', StandardScaler()),\n ('classifier', LogisticRegressionCV(n_jobs=-1))])
StandardScaler()
LogisticRegressionCV(n_jobs=-1)
\n | cadmium | \ncopper | \nlead | \nzinc | \nelev | \ndist | \nom | \nffreq | \nsoil | \nlime | \nlanduse | \ndist.m | \ngeometry | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n11.7 | \n85.0 | \n299.0 | \n1022.0 | \n7.909 | \n0.001358 | \n13.6 | \n1 | \n1 | \n1 | \nAh | \n50.0 | \nPOINT (181072.000 333611.000) | \n
1 | \n8.6 | \n81.0 | \n277.0 | \n1141.0 | \n6.983 | \n0.012224 | \n14.0 | \n1 | \n1 | \n1 | \nAh | \n30.0 | \nPOINT (181025.000 333558.000) | \n
2 | \n6.5 | \n68.0 | \n199.0 | \n640.0 | \n7.800 | \n0.103029 | \n13.0 | \n1 | \n1 | \n1 | \nAh | \n150.0 | \nPOINT (181165.000 333537.000) | \n
3 | \n2.6 | \n81.0 | \n116.0 | \n257.0 | \n7.655 | \n0.190094 | \n8.0 | \n1 | \n2 | \n0 | \nGa | \n270.0 | \nPOINT (181298.000 333484.000) | \n
4 | \n2.8 | \n48.0 | \n117.0 | \n269.0 | \n7.480 | \n0.277090 | \n8.7 | \n1 | \n2 | \n0 | \nAh | \n380.0 | \nPOINT (181307.000 333330.000) | \n
\n | chnl_dist | \ndem | \ndist | \nffreq | \nlandimg2 | \nlandimg3 | \nlandimg4 | \nmrvbf | \nrsp | \nslope | \n... | \ntr | \nbl | \nbr | \nc | \ngeometry | \nlead | \ncadmium | \ncopper | \nzinc | \nom | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
geometry_idx | \n\n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n |
0 | \n0.000000 | \n3214.0 | \n0.001358 | \n1.0 | \n97.0 | \n92.0 | \n192.0 | \n3.523824e-06 | \n0.000000 | \n1.423307 | \n... | \n12.369317 | \n119.268608 | \n100.717430 | \n55.470715 | \nPOINT (181072.000 333611.000) | \n299.0 | \n11.7 | \n85.0 | \n1022.0 | \n13.6 | \n
1 | \n79.849854 | \n3402.0 | \n0.012224 | \n1.0 | \n160.0 | \n183.0 | \n183.0 | \n9.879866e-06 | \n0.082085 | \n1.286004 | \n... | \n13.928389 | \n117.046997 | \n98.858482 | \n53.235325 | \nPOINT (181025.000 333558.000) | \n277.0 | \n8.6 | \n81.0 | \n1141.0 | \n14.0 | \n
2 | \n0.000000 | \n3277.0 | \n0.103029 | \n1.0 | \n178.0 | \n209.0 | \n179.0 | \n1.340742e-03 | \n0.000000 | \n0.674711 | \n... | \n10.295630 | \n119.281181 | \n98.412399 | \n55.226807 | \nPOINT (181165.000 333537.000) | \n199.0 | \n6.5 | \n68.0 | \n640.0 | \n13.0 | \n
3 | \n184.743164 | \n3563.0 | \n0.190094 | \n1.0 | \n114.0 | \n135.0 | \n152.0 | \n6.547428e-07 | \n0.192325 | \n1.413479 | \n... | \n8.485281 | \n120.208153 | \n97.185387 | \n56.035702 | \nPOINT (181298.000 333484.000) | \n116.0 | \n2.6 | \n81.0 | \n257.0 | \n8.0 | \n
4 | \n16.768555 | \n3406.0 | \n0.277090 | \n1.0 | \n133.0 | \n154.0 | \n151.0 | \n1.588824e-03 | \n0.016689 | \n0.531276 | \n... | \n11.661903 | \n117.004272 | \n93.193344 | \n52.801514 | \nPOINT (181307.000 333330.000) | \n117.0 | \n2.8 | \n48.0 | \n269.0 | \n8.7 | \n
5 rows × 25 columns
\nPipeline(steps=[('preproc',\n ColumnTransformer(remainder='passthrough',\n transformers=[('ohe',\n OneHotEncoder(handle_unknown='ignore'),\n [10])])),\n ('regressor',\n ExtraTreesRegressor(n_estimators=500, n_jobs=-1,\n random_state=1234))])In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
Pipeline(steps=[('preproc',\n ColumnTransformer(remainder='passthrough',\n transformers=[('ohe',\n OneHotEncoder(handle_unknown='ignore'),\n [10])])),\n ('regressor',\n ExtraTreesRegressor(n_estimators=500, n_jobs=-1,\n random_state=1234))])
ColumnTransformer(remainder='passthrough',\n transformers=[('ohe', OneHotEncoder(handle_unknown='ignore'),\n [10])])
[10]
OneHotEncoder(handle_unknown='ignore')
['chnl_dist', 'dem', 'dist', 'ffreq', 'landimg2', 'landimg3', 'landimg4', 'mrvbf', 'rsp', 'slope', 'twi', 'x_coordinates', 'y_coordinates', 'tl', 'tr', 'bl', 'br', 'c']
passthrough
ExtraTreesRegressor(n_estimators=500, n_jobs=-1, random_state=1234)
\n | cadmium | \ncopper | \nlead | \nzinc | \nelev | \ndist | \nom | \nffreq | \nsoil | \nlime | \nlanduse | \ndist.m | \ngeometry | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n11.7 | \n85.0 | \n299.0 | \n1022.0 | \n7.909 | \n0.001358 | \n13.6 | \n1 | \n1 | \n1 | \nAh | \n50.0 | \nPOINT (181072.000 333611.000) | \n
1 | \n8.6 | \n81.0 | \n277.0 | \n1141.0 | \n6.983 | \n0.012224 | \n14.0 | \n1 | \n1 | \n1 | \nAh | \n30.0 | \nPOINT (181025.000 333558.000) | \n
2 | \n6.5 | \n68.0 | \n199.0 | \n640.0 | \n7.800 | \n0.103029 | \n13.0 | \n1 | \n1 | \n1 | \nAh | \n150.0 | \nPOINT (181165.000 333537.000) | \n
3 | \n2.6 | \n81.0 | \n116.0 | \n257.0 | \n7.655 | \n0.190094 | \n8.0 | \n1 | \n2 | \n0 | \nGa | \n270.0 | \nPOINT (181298.000 333484.000) | \n
4 | \n2.8 | \n48.0 | \n117.0 | \n269.0 | \n7.480 | \n0.277090 | \n8.7 | \n1 | \n2 | \n0 | \nAh | \n380.0 | \nPOINT (181307.000 333330.000) | \n
\n | chnl_dist | \ndem | \ndist | \nffreq | \nlandimg2 | \nlandimg3 | \nlandimg4 | \nmrvbf | \nrsp | \nslope | \n... | \ntr | \nbl | \nbr | \nc | \ngeometry | \nlead | \ncadmium | \ncopper | \nzinc | \nom | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
geometry_idx | \n\n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n | \n |
0 | \n0.000000 | \n3214.0 | \n0.001358 | \n1.0 | \n97.0 | \n92.0 | \n192.0 | \n3.523824e-06 | \n0.000000 | \n1.423307 | \n... | \n12.369317 | \n119.268608 | \n100.717430 | \n55.470715 | \nPOINT (181072.000 333611.000) | \n299.0 | \n11.7 | \n85.0 | \n1022.0 | \n13.6 | \n
1 | \n79.849854 | \n3402.0 | \n0.012224 | \n1.0 | \n160.0 | \n183.0 | \n183.0 | \n9.879866e-06 | \n0.082085 | \n1.286004 | \n... | \n13.928389 | \n117.046997 | \n98.858482 | \n53.235325 | \nPOINT (181025.000 333558.000) | \n277.0 | \n8.6 | \n81.0 | \n1141.0 | \n14.0 | \n
2 | \n0.000000 | \n3277.0 | \n0.103029 | \n1.0 | \n178.0 | \n209.0 | \n179.0 | \n1.340742e-03 | \n0.000000 | \n0.674711 | \n... | \n10.295630 | \n119.281181 | \n98.412399 | \n55.226807 | \nPOINT (181165.000 333537.000) | \n199.0 | \n6.5 | \n68.0 | \n640.0 | \n13.0 | \n
3 | \n184.743164 | \n3563.0 | \n0.190094 | \n1.0 | \n114.0 | \n135.0 | \n152.0 | \n6.547428e-07 | \n0.192325 | \n1.413479 | \n... | \n8.485281 | \n120.208153 | \n97.185387 | \n56.035702 | \nPOINT (181298.000 333484.000) | \n116.0 | \n2.6 | \n81.0 | \n257.0 | \n8.0 | \n
4 | \n16.768555 | \n3406.0 | \n0.277090 | \n1.0 | \n133.0 | \n154.0 | \n151.0 | \n1.588824e-03 | \n0.016689 | \n0.531276 | \n... | \n11.661903 | \n117.004272 | \n93.193344 | \n52.801514 | \nPOINT (181307.000 333330.000) | \n117.0 | \n2.8 | \n48.0 | \n269.0 | \n8.7 | \n
5 rows × 25 columns
\nPipeline(steps=[('preproc',\n ColumnTransformer(remainder='passthrough',\n transformers=[('ohe',\n OneHotEncoder(handle_unknown='ignore'),\n [10])])),\n ('regressor',\n ExtraTreesRegressor(n_estimators=500, n_jobs=-1,\n random_state=1234))])In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
Pipeline(steps=[('preproc',\n ColumnTransformer(remainder='passthrough',\n transformers=[('ohe',\n OneHotEncoder(handle_unknown='ignore'),\n [10])])),\n ('regressor',\n ExtraTreesRegressor(n_estimators=500, n_jobs=-1,\n random_state=1234))])
ColumnTransformer(remainder='passthrough',\n transformers=[('ohe', OneHotEncoder(handle_unknown='ignore'),\n [10])])
[10]
OneHotEncoder(handle_unknown='ignore')
['chnl_dist', 'dem', 'dist', 'ffreq', 'landimg2', 'landimg3', 'landimg4', 'mrvbf', 'rsp', 'slope', 'twi', 'x_coordinates', 'y_coordinates', 'tl', 'tr', 'bl', 'br', 'c']
passthrough
ExtraTreesRegressor(n_estimators=500, n_jobs=-1, random_state=1234)
\n | x | \ny | \nlsat7_2000_10 | \nlsat7_2000_20 | \nnew_name | \nlsat7_2000_40 | \nlsat7_2000_50 | \nlsat7_2000_70_2 | \n
---|---|---|---|---|---|---|---|---|
0 | \n630534.000000 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
1 | \n630562.558402 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
2 | \n630591.116803 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
3 | \n630619.675205 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
4 | \n630648.233607 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
\n | x | \ny | \nlsat7_2000_10 | \nlsat7_2000_20 | \nnew_name | \nlsat7_2000_40 | \nlsat7_2000_50 | \nlsat7_2000_70_2 | \n
---|---|---|---|---|---|---|---|---|
0 | \n630534.000000 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
1 | \n630562.558402 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
2 | \n630591.116803 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
3 | \n630619.675205 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
4 | \n630648.233607 | \n228114.0 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n
\n | lsat7_2000_10 | \nlsat7_2000_20 | \nlsat7_2000_30 | \nlsat7_2000_40 | \nlsat7_2000_50 | \nlsat7_2000_70 | \ngeometry | \n
---|---|---|---|---|---|---|---|
0 | \n96.0 | \n78.0 | \n88.0 | \n49.0 | \n71.0 | \n63.0 | \nPOINT (641093.250 225135.750) | \n
1 | \n113.0 | \n103.0 | \n122.0 | \n66.0 | \n136.0 | \n110.0 | \nPOINT (640979.250 222342.750) | \n
3 | \n82.0 | \n66.0 | \n67.0 | \n64.0 | \n76.0 | \n52.0 | \nPOINT (640095.750 225848.250) | \n
4 | \n99.0 | \n88.0 | \n95.0 | \n56.0 | \n98.0 | \n78.0 | \nPOINT (637559.250 226788.750) | \n
5 | \n81.0 | \n69.0 | \n76.0 | \n73.0 | \n118.0 | \n72.0 | \nPOINT (635621.250 218324.250) | \n
10 | \n91.0 | \n78.0 | \n81.0 | \n77.0 | \n97.0 | \n73.0 | \nPOINT (634709.250 221943.750) | \n
11 | \n72.0 | \n61.0 | \n51.0 | \n104.0 | \n91.0 | \n47.0 | \nPOINT (639269.250 220005.750) | \n
12 | \n86.0 | \n75.0 | \n78.0 | \n73.0 | \n87.0 | \n60.0 | \nPOINT (639326.250 224964.750) | \n
13 | \n71.0 | \n53.0 | \n48.0 | \n59.0 | \n78.0 | \n46.0 | \nPOINT (635222.250 218951.250) | \n
15 | \n76.0 | \n59.0 | \n63.0 | \n65.0 | \n114.0 | \n64.0 | \nPOINT (633027.750 218580.750) | \n
17 | \n75.0 | \n61.0 | \n55.0 | \n70.0 | \n74.0 | \n43.0 | \nPOINT (633369.750 219435.750) | \n
18 | \n78.0 | \n66.0 | \n69.0 | \n69.0 | \n110.0 | \n72.0 | \nPOINT (633198.750 225506.250) | \n
19 | \n68.0 | \n52.0 | \n40.0 | \n79.0 | \n58.0 | \n30.0 | \nPOINT (637986.750 222998.250) | \n
20 | \n70.0 | \n55.0 | \n52.0 | \n62.0 | \n79.0 | \n47.0 | \nPOINT (635649.750 217440.750) | \n
22 | \n71.0 | \n53.0 | \n48.0 | \n64.0 | \n77.0 | \n42.0 | \nPOINT (635564.250 222713.250) | \n
23 | \n72.0 | \n53.0 | \n51.0 | \n58.0 | \n82.0 | \n51.0 | \nPOINT (633056.250 218324.250) | \n
26 | \n81.0 | \n78.0 | \n79.0 | \n34.0 | \n41.0 | \n28.0 | \nPOINT (639297.750 223625.250) | \n
27 | \n73.0 | \n57.0 | \n51.0 | \n16.0 | \n14.0 | \n10.0 | \nPOINT (635364.750 224736.750) | \n
28 | \n73.0 | \n57.0 | \n52.0 | \n55.0 | \n57.0 | \n40.0 | \nPOINT (635535.750 223311.750) | \n
30 | \n138.0 | \n120.0 | \n132.0 | \n65.0 | \n129.0 | \n126.0 | \nPOINT (634196.250 226190.250) | \n
31 | \n72.0 | \n60.0 | \n47.0 | \n69.0 | \n82.0 | \n46.0 | \nPOINT (639810.750 219749.250) | \n
32 | \n132.0 | \n122.0 | \n140.0 | \n73.0 | \n171.0 | \n176.0 | \nPOINT (640352.250 218238.750) | \n
33 | \n170.0 | \n157.0 | \n176.0 | \n80.0 | \n182.0 | \n183.0 | \nPOINT (639924.750 219692.250) | \n
34 | \n115.0 | \n98.0 | \n106.0 | \n60.0 | \n110.0 | \n102.0 | \nPOINT (639953.250 219578.250) | \n
\n | lsat7_2000_10 | \nlsat7_2000_20 | \nlsat7_2000_30 | \nlsat7_2000_40 | \nlsat7_2000_50 | \nlsat7_2000_70 | \ngeometry | \n
---|---|---|---|---|---|---|---|
0 | \n96.0 | \n78.0 | \n88.0 | \n49.0 | \n71.0 | \n63.0 | \nPOINT (641093.250 225135.750) | \n
1 | \n113.0 | \n103.0 | \n122.0 | \n66.0 | \n136.0 | \n110.0 | \nPOINT (640979.250 222342.750) | \n
3 | \n82.0 | \n66.0 | \n67.0 | \n64.0 | \n76.0 | \n52.0 | \nPOINT (640095.750 225848.250) | \n
4 | \n99.0 | \n88.0 | \n95.0 | \n56.0 | \n98.0 | \n78.0 | \nPOINT (637559.250 226788.750) | \n
5 | \n81.0 | \n69.0 | \n76.0 | \n73.0 | \n118.0 | \n72.0 | \nPOINT (635621.250 218324.250) | \n
10 | \n91.0 | \n78.0 | \n81.0 | \n77.0 | \n97.0 | \n73.0 | \nPOINT (634709.250 221943.750) | \n
11 | \n72.0 | \n61.0 | \n51.0 | \n104.0 | \n91.0 | \n47.0 | \nPOINT (639269.250 220005.750) | \n
12 | \n86.0 | \n75.0 | \n78.0 | \n73.0 | \n87.0 | \n60.0 | \nPOINT (639326.250 224964.750) | \n
13 | \n71.0 | \n53.0 | \n48.0 | \n59.0 | \n78.0 | \n46.0 | \nPOINT (635222.250 218951.250) | \n
15 | \n76.0 | \n59.0 | \n63.0 | \n65.0 | \n114.0 | \n64.0 | \nPOINT (633027.750 218580.750) | \n
17 | \n75.0 | \n61.0 | \n55.0 | \n70.0 | \n74.0 | \n43.0 | \nPOINT (633369.750 219435.750) | \n
18 | \n78.0 | \n66.0 | \n69.0 | \n69.0 | \n110.0 | \n72.0 | \nPOINT (633198.750 225506.250) | \n
19 | \n68.0 | \n52.0 | \n40.0 | \n79.0 | \n58.0 | \n30.0 | \nPOINT (637986.750 222998.250) | \n
20 | \n70.0 | \n55.0 | \n52.0 | \n62.0 | \n79.0 | \n47.0 | \nPOINT (635649.750 217440.750) | \n
22 | \n71.0 | \n53.0 | \n48.0 | \n64.0 | \n77.0 | \n42.0 | \nPOINT (635564.250 222713.250) | \n
23 | \n72.0 | \n53.0 | \n51.0 | \n58.0 | \n82.0 | \n51.0 | \nPOINT (633056.250 218324.250) | \n
26 | \n81.0 | \n78.0 | \n79.0 | \n34.0 | \n41.0 | \n28.0 | \nPOINT (639297.750 223625.250) | \n
27 | \n73.0 | \n57.0 | \n51.0 | \n16.0 | \n14.0 | \n10.0 | \nPOINT (635364.750 224736.750) | \n
28 | \n73.0 | \n57.0 | \n52.0 | \n55.0 | \n57.0 | \n40.0 | \nPOINT (635535.750 223311.750) | \n
30 | \n138.0 | \n120.0 | \n132.0 | \n65.0 | \n129.0 | \n126.0 | \nPOINT (634196.250 226190.250) | \n
31 | \n72.0 | \n60.0 | \n47.0 | \n69.0 | \n82.0 | \n46.0 | \nPOINT (639810.750 219749.250) | \n
32 | \n132.0 | \n122.0 | \n140.0 | \n73.0 | \n171.0 | \n176.0 | \nPOINT (640352.250 218238.750) | \n
33 | \n170.0 | \n157.0 | \n176.0 | \n80.0 | \n182.0 | \n183.0 | \nPOINT (639924.750 219692.250) | \n
34 | \n115.0 | \n98.0 | \n106.0 | \n60.0 | \n110.0 | \n102.0 | \nPOINT (639953.250 219578.250) | \n