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In [22]:

    
import pandas as pd

train = pd.read_csv("../data/train.csv")
attributes = pd.read_csv("../data/attributes.csv")
descriptions = pd.read_csv("../data/product_descriptions.csv")
all = train.merge(attributes, on="product_uid").merge(descriptions, on="product_uid")
all_grouped = all.groupby("product_uid")



In [ ]:



In [23]:

    
all['relevance'] = (all['relevance'] - all['relevance'].mean()) / (all['relevance'].max() - all['relevance'].min())



In [17]:

    
all









    Out[17]:






  
    
      
      id
      product_uid
      product_title
      search_term
      relevance
      name
      value
      product_description
    
  
  
    
      0
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Bullet01
      Versatile connector for various 90° connection...
      Not only do angles make joints stronger, they ...
    
    
      1
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Bullet02
      Stronger than angled nailing or screw fastenin...
      Not only do angles make joints stronger, they ...
    
    
      2
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Bullet03
      Help ensure joints are consistently straight a...
      Not only do angles make joints stronger, they ...
    
    
      3
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Bullet04
      Dimensions: 3 in. x 3 in. x 1-1/2 in.
      Not only do angles make joints stronger, they ...
    
    
      4
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Bullet05
      Made from 12-Gauge steel
      Not only do angles make joints stronger, they ...
    
    
      5
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Bullet06
      Galvanized for extra corrosion resistance
      Not only do angles make joints stronger, they ...
    
    
      6
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Bullet07
      Install with 10d common nails or #9 x 1-1/2 in...
      Not only do angles make joints stronger, they ...
    
    
      7
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Gauge
      12
      Not only do angles make joints stronger, they ...
    
    
      8
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Material
      Galvanized Steel
      Not only do angles make joints stronger, they ...
    
    
      9
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      MFG Brand Name
      Simpson Strong-Tie
      Not only do angles make joints stronger, they ...
    
    
      10
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Number of Pieces
      1
      Not only do angles make joints stronger, they ...
    
    
      11
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Product Depth (in.)
      1.5
      Not only do angles make joints stronger, they ...
    
    
      12
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Product Height (in.)
      3
      Not only do angles make joints stronger, they ...
    
    
      13
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Product Weight (lb.)
      0.26
      Not only do angles make joints stronger, they ...
    
    
      14
      2
      100001
      Simpson Strong-Tie 12-Gauge Angle
      angle bracket
      0.319279
      Product Width (in.)
      3
      Not only do angles make joints stronger, they ...
    
    
      15
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Bullet01
      Versatile connector for various 90° connection...
      Not only do angles make joints stronger, they ...
    
    
      16
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Bullet02
      Stronger than angled nailing or screw fastenin...
      Not only do angles make joints stronger, they ...
    
    
      17
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Bullet03
      Help ensure joints are consistently straight a...
      Not only do angles make joints stronger, they ...
    
    
      18
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Bullet04
      Dimensions: 3 in. x 3 in. x 1-1/2 in.
      Not only do angles make joints stronger, they ...
    
    
      19
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Bullet05
      Made from 12-Gauge steel
      Not only do angles make joints stronger, they ...
    
    
      20
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Bullet06
      Galvanized for extra corrosion resistance
      Not only do angles make joints stronger, they ...
    
    
      21
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Bullet07
      Install with 10d common nails or #9 x 1-1/2 in...
      Not only do angles make joints stronger, they ...
    
    
      22
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Gauge
      12
      Not only do angles make joints stronger, they ...
    
    
      23
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Material
      Galvanized Steel
      Not only do angles make joints stronger, they ...
    
    
      24
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      MFG Brand Name
      Simpson Strong-Tie
      Not only do angles make joints stronger, they ...
    
    
      25
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Number of Pieces
      1
      Not only do angles make joints stronger, they ...
    
    
      26
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Product Depth (in.)
      1.5
      Not only do angles make joints stronger, they ...
    
    
      27
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Product Height (in.)
      3
      Not only do angles make joints stronger, they ...
    
    
      28
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Product Weight (lb.)
      0.26
      Not only do angles make joints stronger, they ...
    
    
      29
      3
      100001
      Simpson Strong-Tie 12-Gauge Angle
      l bracket
      0.069279
      Product Width (in.)
      3
      Not only do angles make joints stronger, they ...
    
    
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
    
    
      1410602
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Bullet01
      Sheer panel, gently filters light
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410603
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Bullet02
      No header pole top panel
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410604
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Bullet03
      Machine washable
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410605
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Bullet04
      Wide array of colors to choose from
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410606
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Bullet05
      100% polyester
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410607
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Bullet06
      Contains 1-curtain panel
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410608
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Color Family
      Green
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410609
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Color/Finish
      Pool Blue
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410610
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Deco Style
      Modern
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410611
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Decor Product Type
      Window Treatment
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410612
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Fabric surface
      100% Polyester
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410613
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Features
      Machine washable
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410614
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Fire retardant
      No
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410615
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Hanging Style
      Rod Pocket
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410616
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Included
      No Additional Items Included
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410617
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Indoor/Outdoor
      Indoor
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410618
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Insulated
      No
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410619
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Light Filtering Level
      Sheer
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410620
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Machine Washable
      Yes
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410621
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Material
      Polyester
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410622
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      MFG Brand Name
      LICHTENBERG
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410623
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Pattern/theme
      Heathered Texture Sheer
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410624
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Product Depth (in.)
      0.1
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410625
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Product Height (in.)
      .1
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410626
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Product Length (in.)
      63
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410627
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Product Weight (lb.)
      0.66
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410628
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Product Width (in.)
      40
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410629
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Width (in) x Length (in)
      40 x 63
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410630
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Window Treatment Product Type
      Drapery Panel
      No. 918 Millennial Ryan heathered texture semi...
    
    
      1410631
      221473
      206650
      LICHTENBERG Pool Blue No. 918 Millennial Ryan ...
      fine sheer curtain 63 inches
      -0.015721
      Wrinkle resistant
      No
      No. 918 Millennial Ryan heathered texture semi...
    
  

1410632 rows × 8 columns



In [ ]:

    
from sklearn.ensemble import RandomForestClassifier



In [32]:

    
from sklearn import linear_model
clf = linear_model.LinearRegression()
from scipy.sparse import csr_matrix
import numpy as np
trainm = np.random.random((100,100))
trainm[trainm < 0.95] = 0
trainm
strainm = csr_matrix(trainm)
strainm
clf.fit (strainm, [1]*100)
clf.coef_

pd.DataFrame(trainm).to_sparse().as_matrix()









    



The exact solution is  x = 0                              






    Out[32]:





array([[ 0.        ,  0.        ,  0.        , ...,  0.        ,
         0.        ,  0.        ],
       [ 0.        ,  0.        ,  0.        , ...,  0.        ,
         0.        ,  0.        ],
       [ 0.        ,  0.        ,  0.        , ...,  0.        ,
         0.        ,  0.        ],
       ..., 
       [ 0.        ,  0.        ,  0.        , ...,  0.        ,
         0.        ,  0.        ],
       [ 0.        ,  0.        ,  0.        , ...,  0.95643888,
         0.        ,  0.        ],
       [ 0.        ,  0.        ,  0.        , ...,  0.        ,
         0.        ,  0.        ]])



In [ ]:

    
from sklearn import linear_modeldict ={}
>>> clf = linear_model.LinearRegression()
>>> clf.fit ([[0, 0], [1, 1], [2, 2]], [0, 1, 2])

>>> clf.coef_
array([ 0.5,  0.5])



In [ ]:

    
all_m = all.as_matrix()
from sklearn.feature_extraction import DictVectorizer
vec = DictVectorizer()



In [34]:

    
a = pd.concat([all['product_title'], all['value'], all['search_term'], all['product_description'], all['name'] ])
d = {}
for x in a:
    for y in str(x).split():
        d[y] = 1 
print a.shape
print len(d.keys())



In [ ]:



In [ ]:

	id	product_uid	product_title	search_term	relevance	name	value	product_description
0	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Bullet01	Versatile connector for various 90° connection...	Not only do angles make joints stronger, they ...
1	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Bullet02	Stronger than angled nailing or screw fastenin...	Not only do angles make joints stronger, they ...
2	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Bullet03	Help ensure joints are consistently straight a...	Not only do angles make joints stronger, they ...
3	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Bullet04	Dimensions: 3 in. x 3 in. x 1-1/2 in.	Not only do angles make joints stronger, they ...
4	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Bullet05	Made from 12-Gauge steel	Not only do angles make joints stronger, they ...
5	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Bullet06	Galvanized for extra corrosion resistance	Not only do angles make joints stronger, they ...
6	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Bullet07	Install with 10d common nails or #9 x 1-1/2 in...	Not only do angles make joints stronger, they ...
7	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Gauge	12	Not only do angles make joints stronger, they ...
8	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Material	Galvanized Steel	Not only do angles make joints stronger, they ...
9	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	MFG Brand Name	Simpson Strong-Tie	Not only do angles make joints stronger, they ...
10	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Number of Pieces	1	Not only do angles make joints stronger, they ...
11	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Product Depth (in.)	1.5	Not only do angles make joints stronger, they ...
12	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Product Height (in.)	3	Not only do angles make joints stronger, they ...
13	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Product Weight (lb.)	0.26	Not only do angles make joints stronger, they ...
14	2	100001	Simpson Strong-Tie 12-Gauge Angle	angle bracket	0.319279	Product Width (in.)	3	Not only do angles make joints stronger, they ...
15	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Bullet01	Versatile connector for various 90° connection...	Not only do angles make joints stronger, they ...
16	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Bullet02	Stronger than angled nailing or screw fastenin...	Not only do angles make joints stronger, they ...
17	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Bullet03	Help ensure joints are consistently straight a...	Not only do angles make joints stronger, they ...
18	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Bullet04	Dimensions: 3 in. x 3 in. x 1-1/2 in.	Not only do angles make joints stronger, they ...
19	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Bullet05	Made from 12-Gauge steel	Not only do angles make joints stronger, they ...
20	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Bullet06	Galvanized for extra corrosion resistance	Not only do angles make joints stronger, they ...
21	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Bullet07	Install with 10d common nails or #9 x 1-1/2 in...	Not only do angles make joints stronger, they ...
22	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Gauge	12	Not only do angles make joints stronger, they ...
23	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Material	Galvanized Steel	Not only do angles make joints stronger, they ...
24	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	MFG Brand Name	Simpson Strong-Tie	Not only do angles make joints stronger, they ...
25	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Number of Pieces	1	Not only do angles make joints stronger, they ...
26	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Product Depth (in.)	1.5	Not only do angles make joints stronger, they ...
27	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Product Height (in.)	3	Not only do angles make joints stronger, they ...
28	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Product Weight (lb.)	0.26	Not only do angles make joints stronger, they ...
29	3	100001	Simpson Strong-Tie 12-Gauge Angle	l bracket	0.069279	Product Width (in.)	3	Not only do angles make joints stronger, they ...
...	...	...	...	...	...	...	...	...
1410602	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Bullet01	Sheer panel, gently filters light	No. 918 Millennial Ryan heathered texture semi...
1410603	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Bullet02	No header pole top panel	No. 918 Millennial Ryan heathered texture semi...
1410604	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Bullet03	Machine washable	No. 918 Millennial Ryan heathered texture semi...
1410605	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Bullet04	Wide array of colors to choose from	No. 918 Millennial Ryan heathered texture semi...
1410606	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Bullet05	100% polyester	No. 918 Millennial Ryan heathered texture semi...
1410607	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Bullet06	Contains 1-curtain panel	No. 918 Millennial Ryan heathered texture semi...
1410608	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Color Family	Green	No. 918 Millennial Ryan heathered texture semi...
1410609	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Color/Finish	Pool Blue	No. 918 Millennial Ryan heathered texture semi...
1410610	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Deco Style	Modern	No. 918 Millennial Ryan heathered texture semi...
1410611	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Decor Product Type	Window Treatment	No. 918 Millennial Ryan heathered texture semi...
1410612	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Fabric surface	100% Polyester	No. 918 Millennial Ryan heathered texture semi...
1410613	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Features	Machine washable	No. 918 Millennial Ryan heathered texture semi...
1410614	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Fire retardant	No	No. 918 Millennial Ryan heathered texture semi...
1410615	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Hanging Style	Rod Pocket	No. 918 Millennial Ryan heathered texture semi...
1410616	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Included	No Additional Items Included	No. 918 Millennial Ryan heathered texture semi...
1410617	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Indoor/Outdoor	Indoor	No. 918 Millennial Ryan heathered texture semi...
1410618	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Insulated	No	No. 918 Millennial Ryan heathered texture semi...
1410619	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Light Filtering Level	Sheer	No. 918 Millennial Ryan heathered texture semi...
1410620	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Machine Washable	Yes	No. 918 Millennial Ryan heathered texture semi...
1410621	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Material	Polyester	No. 918 Millennial Ryan heathered texture semi...
1410622	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	MFG Brand Name	LICHTENBERG	No. 918 Millennial Ryan heathered texture semi...
1410623	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Pattern/theme	Heathered Texture Sheer	No. 918 Millennial Ryan heathered texture semi...
1410624	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Product Depth (in.)	0.1	No. 918 Millennial Ryan heathered texture semi...
1410625	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Product Height (in.)	.1	No. 918 Millennial Ryan heathered texture semi...
1410626	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Product Length (in.)	63	No. 918 Millennial Ryan heathered texture semi...
1410627	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Product Weight (lb.)	0.66	No. 918 Millennial Ryan heathered texture semi...
1410628	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Product Width (in.)	40	No. 918 Millennial Ryan heathered texture semi...
1410629	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Width (in) x Length (in)	40 x 63	No. 918 Millennial Ryan heathered texture semi...
1410630	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Window Treatment Product Type	Drapery Panel	No. 918 Millennial Ryan heathered texture semi...
1410631	221473	206650	LICHTENBERG Pool Blue No. 918 Millennial Ryan ...	fine sheer curtain 63 inches	-0.015721	Wrinkle resistant	No	No. 918 Millennial Ryan heathered texture semi...