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kevinhug commited on Dec 10, 2023

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8dc0d1e

1 Parent(s): b5dc76c

explain

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Files changed (2) hide show

app.py +8 -1
xgb/re.csv +415 -0

app.py CHANGED Viewed

@@ -106,7 +106,14 @@ def like(issue):
 EXPLAINABLE AI
 '''
 import shap
-from xgb import X_test
 '''
 https://www.gradio.app/docs/interface

 EXPLAINABLE AI
 '''
 import shap
+df=pd.read_csv("xgb/re.csv")
+df.columns=['id', 'date', 'age', 'dist_subway', 'dist_stores', 'lat', 'long', 'price']
+data=df.loc[:,['age', 'dist_subway', 'dist_stores', 'lat', 'long', 'price']]
+from sklearn.model_selection import train_test_split
+X,y=data.iloc[:,:-1],data.iloc[:,-1]
+X_train, X_test, y_train,y_test=train_test_split(X,y, test_size=0.1, random_state=42)
 '''
 https://www.gradio.app/docs/interface

xgb/re.csv ADDED Viewed

	@@ -0,0 +1,415 @@

+No,X1 transaction date,X2 house age,X3 distance to the nearest MRT station,X4 number of convenience stores,X5 latitude,X6 longitude,Y house price of unit area
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+235,2013.250,8,2216.612,4,24.96007,121.51361,23.9
+236,2012.750,12.9,250.631,7,24.96606,121.54297,39.3
+237,2013.167,3.6,373.8389,10,24.98322,121.53765,61.9
+238,2013.167,13,732.8528,0,24.97668,121.52518,39
+239,2013.083,12.8,732.8528,0,24.97668,121.52518,40.6
+240,2013.500,18.1,837.7233,0,24.96334,121.54767,29.7
+241,2013.083,11,1712.632,2,24.96412,121.5167,28.8
+242,2013.500,13.7,250.631,7,24.96606,121.54297,41.4
+243,2012.833,2,2077.39,3,24.96357,121.51329,33.4
+244,2013.417,32.8,204.1705,8,24.98236,121.53923,48.2
+245,2013.083,4.8,1559.827,3,24.97213,121.51627,21.7
+246,2013.417,7.5,639.6198,5,24.97258,121.54814,40.8
+247,2013.417,16.4,389.8219,6,24.96412,121.54273,40.6
+248,2013.333,21.7,1055.067,0,24.96211,121.54928,23.1
+249,2013.000,19,1009.235,0,24.96357,121.54951,22.3
+250,2012.833,18,6306.153,1,24.95743,121.47516,15
+251,2013.167,39.2,424.7132,7,24.97429,121.53917,30
+252,2012.917,31.7,1159.454,0,24.9496,121.53018,13.8
+253,2012.833,5.9,90.45606,9,24.97433,121.5431,52.7
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+255,2012.667,1.1,329.9747,5,24.98254,121.54395,51.8
+256,2013.417,31.5,5512.038,1,24.95095,121.48458,17.4
+257,2012.667,14.6,339.2289,1,24.97519,121.53151,26.5
+258,2013.250,17.3,444.1334,1,24.97501,121.5273,43.9
+259,2013.417,0,292.9978,6,24.97744,121.54458,63.3
+260,2013.083,17.7,837.7233,0,24.96334,121.54767,28.8
+261,2013.250,17,1485.097,4,24.97073,121.517,30.7
+262,2013.167,16.2,2288.011,3,24.95885,121.51359,24.4
+263,2012.917,15.9,289.3248,5,24.98203,121.54348,53
+264,2013.417,3.9,2147.376,3,24.96299,121.51284,31.7
+265,2013.167,32.6,493.657,7,24.96968,121.54522,40.6
+266,2012.833,15.7,815.9314,4,24.97886,121.53464,38.1
+267,2013.250,17.8,1783.18,3,24.96731,121.51486,23.7
+268,2012.833,34.7,482.7581,5,24.97433,121.53863,41.1
+269,2013.417,17.2,390.5684,5,24.97937,121.54245,40.1
+270,2013.000,17.6,837.7233,0,24.96334,121.54767,23
+271,2013.333,10.8,252.5822,1,24.9746,121.53046,117.5
+272,2012.917,17.7,451.6419,8,24.96945,121.5449,26.5
+273,2012.750,13,492.2313,5,24.96515,121.53737,40.5
+274,2013.417,13.2,170.1289,1,24.97371,121.52984,29.3
+275,2013.167,27.5,394.0173,7,24.97305,121.53994,41
+276,2012.667,1.5,23.38284,7,24.96772,121.54102,49.7
+277,2013.000,19.1,461.1016,5,24.95425,121.5399,34
+278,2013.417,21.2,2185.128,3,24.96322,121.51237,27.7
+279,2012.750,0,208.3905,6,24.95618,121.53844,44
+280,2013.417,2.6,1554.25,3,24.97026,121.51642,31.1
+281,2013.250,2.3,184.3302,6,24.96581,121.54086,45.4
+282,2013.333,4.7,387.7721,9,24.98118,121.53788,44.8
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+284,2013.417,33.5,1978.671,2,24.98674,121.51844,23.5
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+286,2013.167,30.1,718.2937,3,24.97509,121.53644,55.3
+287,2012.917,5.9,90.45606,9,24.97433,121.5431,56.3
+288,2013.000,19.2,461.1016,5,24.95425,121.5399,32.9
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+290,2013.333,13.9,289.3248,5,24.98203,121.54348,44.5
+291,2013.083,37.7,490.3446,0,24.97217,121.53471,37
+292,2012.833,3.4,56.47425,7,24.95744,121.53711,54.4
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+294,2012.667,12.6,383.2805,7,24.96735,121.54464,42.5
+295,2013.500,26.4,335.5273,6,24.9796,121.5414,38.1
+296,2013.167,18.2,2179.59,3,24.96299,121.51252,21.8
+297,2012.750,12.5,1144.436,4,24.99176,121.53456,34.1
+298,2012.833,34.9,567.0349,4,24.97003,121.5458,28.5
+299,2013.333,16.7,4082.015,0,24.94155,121.50381,16.7
+300,2013.167,33.2,121.7262,10,24.98178,121.54059,46.1
+301,2013.083,2.5,156.2442,4,24.96696,121.53992,36.9
+302,2012.750,38,461.7848,0,24.97229,121.53445,35.7
+303,2013.500,16.5,2288.011,3,24.95885,121.51359,23.2
+304,2013.500,38.3,439.7105,0,24.97161,121.53423,38.4
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+306,2013.083,16.2,289.3248,5,24.98203,121.54348,55
+307,2013.500,14.4,169.9803,1,24.97369,121.52979,50.2
+308,2012.833,10.3,3079.89,0,24.9546,121.56627,24.7
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+310,2013.250,30.3,1264.73,0,24.94883,121.52954,19.1
+311,2013.583,16.4,1643.499,2,24.95394,121.55174,24.7
+312,2013.167,21.3,537.7971,4,24.97425,121.53814,42.2
+313,2013.583,35.4,318.5292,9,24.97071,121.54069,78
+314,2013.333,8.3,104.8101,5,24.96674,121.54067,42.8
+315,2013.250,3.7,577.9615,6,24.97201,121.54722,41.6
+316,2013.083,15.6,1756.411,2,24.9832,121.51812,27.3
+317,2013.250,13.3,250.631,7,24.96606,121.54297,42
+318,2012.750,15.6,752.7669,2,24.97795,121.53451,37.5
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+320,2013.250,34.6,272.6783,5,24.95562,121.53872,26.9
+321,2012.750,13.5,4197.349,0,24.93885,121.50383,18.6
+322,2012.917,16.9,964.7496,4,24.98872,121.53411,37.7
+323,2013.000,12.9,187.4823,1,24.97388,121.52981,33.1
+324,2013.417,28.6,197.1338,6,24.97631,121.54436,42.5
+325,2012.667,12.4,1712.632,2,24.96412,121.5167,31.3
+326,2013.083,36.6,488.8193,8,24.97015,121.54494,38.1
+327,2013.500,4.1,56.47425,7,24.95744,121.53711,62.1
+328,2013.417,3.5,757.3377,3,24.97538,121.54971,36.7
+329,2012.833,15.9,1497.713,3,24.97003,121.51696,23.6
+330,2013.000,13.6,4197.349,0,24.93885,121.50383,19.2
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+332,2013.333,25.6,4519.69,0,24.94826,121.49587,15.6
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+336,2013.583,27.3,337.6016,6,24.96431,121.54063,36.5
+337,2012.833,5.1,1867.233,2,24.98407,121.51748,35.6
+338,2012.833,31.3,600.8604,5,24.96871,121.54651,30.9
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+342,2013.000,13,750.0704,2,24.97371,121.54951,37
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+344,2013.000,33.5,563.2854,8,24.98223,121.53597,46.6
+345,2013.500,34.6,3085.17,0,24.998,121.5155,41.2
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+347,2013.417,13.2,1712.632,2,24.96412,121.5167,30.8
+348,2013.583,17.4,6488.021,1,24.95719,121.47353,11.2
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+351,2013.000,13.2,492.2313,5,24.96515,121.53737,42.3
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+354,2013.500,4.1,2147.376,3,24.96299,121.51284,31.3
+355,2013.417,12.2,1360.139,1,24.95204,121.54842,30.1
+356,2013.250,3.8,383.8624,5,24.98085,121.54391,60.7
+357,2012.833,10.3,211.4473,1,24.97417,121.52999,45.3
+358,2013.417,0,338.9679,9,24.96853,121.54413,44.9
+359,2013.167,1.1,193.5845,6,24.96571,121.54089,45.1
+360,2013.500,5.6,2408.993,0,24.95505,121.55964,24.7
+361,2012.667,32.9,87.30222,10,24.983,121.54022,47.1
+362,2013.083,41.4,281.205,8,24.97345,121.54093,63.3
+363,2013.417,17.1,967.4,4,24.98872,121.53408,40
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+366,2012.917,17.3,2261.432,4,24.96182,121.51222,29.5
+367,2012.750,14.2,1801.544,1,24.95153,121.55254,24.8
+368,2012.833,15,1828.319,2,24.96464,121.51531,20.9
+369,2013.417,18.2,350.8515,1,24.97544,121.53119,43.1
+370,2012.667,20.2,2185.128,3,24.96322,121.51237,22.8
+371,2012.750,15.9,289.3248,5,24.98203,121.54348,42.1
+372,2013.500,4.1,312.8963,5,24.95591,121.53956,51.7
+373,2013.000,33.9,157.6052,7,24.96628,121.54196,41.5
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+375,2013.250,5.4,390.5684,5,24.97937,121.54245,49.5
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+377,2013.417,14.7,1717.193,2,24.96447,121.51649,30.5
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+383,2013.000,16.3,3529.564,0,24.93207,121.51597,29.3
+384,2012.667,29.1,506.1144,4,24.97845,121.53889,40.3
+385,2012.750,16.1,4066.587,0,24.94297,121.50342,12.9
+386,2013.000,18.3,82.88643,10,24.983,121.54026,46.6
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+388,2013.250,16.2,2103.555,3,24.96042,121.51462,25.6
+389,2013.500,10.4,2251.938,4,24.95957,121.51353,27.3
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+391,2013.500,32.8,377.8302,9,24.97151,121.5435,38.6
+392,2013.583,6.2,1939.749,1,24.95155,121.55387,31.3
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+394,2013.000,16.9,967.4,4,24.98872,121.53408,40.3
+395,2013.500,32.6,4136.271,1,24.95544,121.4963,24.7
+396,2012.917,21.2,512.5487,4,24.974,121.53842,42.5
+397,2012.667,37.1,918.6357,1,24.97198,121.55063,31.9
+398,2013.417,13.1,1164.838,4,24.99156,121.53406,32.2
+399,2013.417,14.7,1717.193,2,24.96447,121.51649,23
+400,2012.917,12.7,170.1289,1,24.97371,121.52984,37.3
+401,2013.250,26.8,482.7581,5,24.97433,121.53863,35.5
+402,2013.083,7.6,2175.03,3,24.96305,121.51254,27.7
+403,2012.833,12.7,187.4823,1,24.97388,121.52981,28.5
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+405,2013.333,16.4,289.3248,5,24.98203,121.54348,41.2
+406,2012.667,23,130.9945,6,24.95663,121.53765,37.2
+407,2013.167,1.9,372.1386,7,24.97293,121.54026,40.5
+408,2013.000,5.2,2408.993,0,24.95505,121.55964,22.3
+409,2013.417,18.5,2175.744,3,24.9633,121.51243,28.1
+410,2013.000,13.7,4082.015,0,24.94155,121.50381,15.4
+411,2012.667,5.6,90.45606,9,24.97433,121.5431,50
+412,2013.250,18.8,390.9696,7,24.97923,121.53986,40.6
+413,2013.000,8.1,104.8101,5,24.96674,121.54067,52.5
+414,2013.500,6.5,90.45606,9,24.97433,121.5431,63.9