Number	Wine	Price	Score	Rating
1	Barolo 2006	52	91	Outstanding
2	Barbera d'Alba Superiore 2007	30	90	Outstanding
3	Barbera Piemonte Castelvero 2009	10	80	Good
4	Barolo Cannubi 2006	120	93	Outstanding
5	Barolo San Pietro 2006	75	91	Outstanding
6	Chardonnay Langhe 2009	20	83	Good
7	Gavi Minaia 2009	39	87	Very Good
8	Langhe Faletto 2007	50	91	Outstanding
9	Favorita Langhe White 2008	18	87	Very Good
10	Langhe Brandini & Brandini 2008	31	88	Very Good
11	Arneis Langhe 2009	18	84	Good
12	Barolo Vigneto La Villa 2006	48	93	Outstanding
13	Barbaresco Curr 2007	55	92	Outstanding
14	Barolo Monfortino Riserva 2002	375	98	Classic
15	Barbera d'Alba Lirano Soprano 2007	56	91	Outstanding
16	Barbera d'Alba Superiore 2006	38	90	Outstanding
17	Barolo Rocche dell'Annunziata 2006	100	93	Outstanding
18	Barbaresco Silvio Giamello Vicenziana 2005	42	92	Outstanding
19	Roero Arneis Renesio 2009	35	89	Very Good
20	Langhe Sor San Lorenzo 2007	440	97	Classic
21	Barbaresco Silvio Giamello Vicenziana 2006	39	89	Very Good
22	Barbera d'Alba La Gamberaja 2007	35	87	Very Good
23	Langhe White Cinerino 2008	38	86	Very Good
24	Barolo Bricco Viole 2006	53	88	Very Good
25	Barbera d'Alba Tradizione 2007	20	88	Very Good
26	Barbera d'Alba 2009	25	89	Very Good
27	Roero Arneis Valle dei Lunghi 2009	20	84	Good
28	Piemonte La Valletta 2008	29	82	Good
29	Barolo Brunate 2006	90	91	Outstanding
30	Barolo Vigna Rionda 2004	125	91	Outstanding
31	Barolo Gramolere 2006	55	90	Outstanding
32	Barbera d'Asti Superiore Chers 2006	25	92	Outstanding
33	Barbera d'Alba 2008	25	93	Outstanding
34	Barbera d'Alba Serraboella 2008	32	89	Very Good
35	Cortese Piemonte Castelvero 2009	10	84	Good
36	Barolo Bussia Romirasco 2006	180	97	Classic
37	Roero Arneis Saglietto 2008	27	90	Outstanding
38	Barbaresco Bricco Asili 2007	147	92	Outstanding
39	Barbera d'Alba Superiore 2008	38	89	Very Good
40	Barolo Prap 2005	57	89	Very Good
41	Moscato d'Asti 2009	22	89	Very Good
42	Gavi Vigna del Lago 2009	19	87	Very Good
43	Barbaresco Serraboella 2007	72	94	Outstanding
44	Barolo Bussia Colonnello 2006	150	94	Outstanding
45	Barolo Vigneto Arborina 2006	60	93	Outstanding
46	Dolcetto d'Alba Fontanazza 2009	17	88	Very Good
47	Barolo 2006	55	88	Very Good
48	Gavi 2009	18	86	Very Good
49	Gavi 2009	19	88	Very Good
50	Barbaresco Il Bricco 2006	109	91	Outstanding
51	Barbera d'Alba Filatura 2008	12	87	Very Good
52	Barbera d'Alba Zio Nando 2008	35	89	Very Good
53	Dolcetto d'Alba 2009	20	89	Very Good
54	Barbaresco 2007	210	93	Outstanding
55	Chardonnay Langhe 2009	21	78	Mediocre
56	Barolo 2006	37	93	Outstanding
57	Langhe 2006	16	89	Very Good
58	Barbaresco Ovello 2006	58	88	Very Good
59	Nebbiolo Langhe Cerretta 2008	75	92	Outstanding
60	Barbera d'Asti Superiore Montruc 2008	39	88	Very Good
61	Barolo Le Rocche del Falletto Riserva 2004	300	96	Classic
62	Barbaresco 2007	35	90	Outstanding
63	Dolcetto d'Alba 2009	22	90	Outstanding
64	Barolo 2006	90	92	Outstanding
65	Barolo Preda 2006	95	93	Outstanding
66	Barbera del Monferrato Superiore Perlydia 2003	21	89	Very Good
67	Grangia NV	10	83	Good
68	Langhe White Le Pernici 2009	25	86	Very Good
69	Barbera d'Asti Superiore Il Cascinone Rive 2007	29	90	Outstanding
70	Barbera d'Alba Piani 2008	23	89	Very Good
71	Barolo Ciabot Mentin Ginestra 2006	90	96	Classic
72	Dolcetto d'Alba 2009	18	88	Very Good
73	Barbera d'Asti Bricco dell'Uccellone 2007	54	89	Very Good
74	Barolo Marenca 2006	62	96	Classic
75	Chardonnay Piemonte L'Altro 2009	21	88	Very Good
76	Barolo Serralunga 2006	37	88	Very Good
77	Dolcetto d'Alba Superiore 2008	24	86	Very Good
78	Barolo 2006	52	91	Outstanding
79	Gavi Black Label 2009	55	88	Very Good
80	Langhe Sor Tildn 2007	440	95	Classic
81	Barolo Mosconi 2006	105	90	Outstanding
82	Nebbiolo Langhe Ginestrino 2008	40	89	Very Good
83	Barolo La Rosa 2006	120	92	Outstanding
84	Nebbiolo Langhe 2008	26	90	Outstanding
85	Dogliani Pap Celso 2008	28	88	Very Good
86	Barolo Lazzarito 2006	150	93	Outstanding
87	Barolo 2006	37	91	Outstanding
88	Barbaresco Asij 2007	43	89	Very Good
89	Barbaresco Vanotu 1999	120	91	Outstanding
90	Langhe Barilin 2005	25	87	Very Good
91	Barbera d'Alba Pistn 2009	25	88	Very Good
92	Barolo P Vigne 2006	40	90	Outstanding
93	Barolo Broglio 2005	57	90	Outstanding
94	Dogliani Sir d'Jermu 2008	27	89	Very Good
95	Dolcetto d'Alba 2008	19	88	Very Good
96	Gavi La Luciana 2009	15	87	Very Good
97	Dolcetto d'Alba Autinot 2009	13	88	Very Good
98	Barolo Rocche di Castiglione 2006	69	92	Outstanding
99	Dolcetto d'Alba 2008	13	87	Very Good
100	Chardonnay Langhe Bastia 2008	50	87	Very Good

Wine Spectator magazine contains articles and reviews on every aspect of the wine industry, including ratings of wine from around the world. In a recent issue they reviewed and scored 475 wines from the Piedmont region of Italy using a 100-point scale. The following table shows how the Wine Spectator score each wine received is used to rate each wine as being classic, outstanding, very good, good, mediocre, or not recommended. Score Rating 95-100 Classic: a great wine 90-94 Outstanding: a wine of superior character and style 85-89 Very good: a wine with special qualities 80-84 Good: a solid, well-made wine 75-79 Mediocre: a drinkable wine that may have minor flaws below 75 Not Recommended A key question for most consumers is whether paying more for a bottle of wine will result in a better wine. To investigate this question for wines from the Piedmont region we selected a random sample of 100 wines from the 475 wines that Wine Spectator reviewed. Using the data of wineratings.xlsx, create a cross-tabulation table as follows