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Guided project that analysis data for Thanksgiving dinner in the US.





In [1]:



    


import pandas as pd

data = pd.read_csv("thanksgiving.csv", encoding="Latin-1")
data.head()



    


















    
Out[1]:










  
    

      
      RespondentID
      Do you celebrate Thanksgiving?
      What is typically the main dish at your Thanksgiving dinner?
      What is typically the main dish at your Thanksgiving dinner? - Other (please specify)
      How is the main dish typically cooked?
      How is the main dish typically cooked? - Other (please specify)
      What kind of stuffing/dressing do you typically have?
      What kind of stuffing/dressing do you typically have? - Other (please specify)
      What type of cranberry saucedo you typically have?
      What type of cranberry saucedo you typically have? - Other (please specify)
      ...
      Have you ever tried to meet up with hometown friends on Thanksgiving night?
      Have you ever attended a "Friendsgiving?"
      Will you shop any Black Friday sales on Thanksgiving Day?
      Do you work in retail?
      Will you employer make you work on Black Friday?
      How would you describe where you live?
      Age
      What is your gender?
      How much total combined money did all members of your HOUSEHOLD earn last year?
      US Region
    

  
  
    

      0
      4337954960
      Yes
      Turkey
      NaN
      Baked
      NaN
      Bread-based
      NaN
      None
      NaN
      ...
      Yes
      No
      No
      No
      NaN
      Suburban
      18 - 29
      Male
      $75,000 to $99,999
      Middle Atlantic
    

    

      1
      4337951949
      Yes
      Turkey
      NaN
      Baked
      NaN
      Bread-based
      NaN
      Other (please specify)
      Homemade cranberry gelatin ring
      ...
      No
      No
      Yes
      No
      NaN
      Rural
      18 - 29
      Female
      $50,000 to $74,999
      East South Central
    

    

      2
      4337935621
      Yes
      Turkey
      NaN
      Roasted
      NaN
      Rice-based
      NaN
      Homemade
      NaN
      ...
      Yes
      Yes
      Yes
      No
      NaN
      Suburban
      18 - 29
      Male
      $0 to $9,999
      Mountain
    

    

      3
      4337933040
      Yes
      Turkey
      NaN
      Baked
      NaN
      Bread-based
      NaN
      Homemade
      NaN
      ...
      Yes
      No
      No
      No
      NaN
      Urban
      30 - 44
      Male
      $200,000 and up
      Pacific
    

    

      4
      4337931983
      Yes
      Tofurkey
      NaN
      Baked
      NaN
      Bread-based
      NaN
      Canned
      NaN
      ...
      Yes
      No
      No
      No
      NaN
      Urban
      30 - 44
      Male
      $100,000 to $124,999
      Pacific
    

  



5 rows × 65 columns



















In [2]:



    


data.columns



    


















    
Out[2]:








Index(['RespondentID', 'Do you celebrate Thanksgiving?',
       'What is typically the main dish at your Thanksgiving dinner?',
       'What is typically the main dish at your Thanksgiving dinner? - Other (please specify)',
       'How is the main dish typically cooked?',
       'How is the main dish typically cooked? - Other (please specify)',
       'What kind of stuffing/dressing do you typically have?',
       'What kind of stuffing/dressing do you typically have? - Other (please specify)',
       'What type of cranberry saucedo you typically have?',
       'What type of cranberry saucedo you typically have? - Other (please specify)',
       'Do you typically have gravy?',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Brussel sprouts',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Carrots',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Cauliflower',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Corn',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Cornbread',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Fruit salad',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Green beans/green bean casserole',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Macaroni and cheese',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Mashed potatoes',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Rolls/biscuits',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Squash',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Vegetable salad',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Yams/sweet potato casserole',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Other (please specify)',
       'Which of these side dishes aretypically served at your Thanksgiving dinner? Please select all that apply. - Other (please specify).1',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Apple',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Buttermilk',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Cherry',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Chocolate',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Coconut cream',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Key lime',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Peach',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Pecan',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Pumpkin',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Sweet Potato',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - None',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Other (please specify)',
       'Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Other (please specify).1',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - Apple cobbler',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - Blondies',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - Brownies',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - Carrot cake',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - Cheesecake',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - Cookies',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - Fudge',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - Ice cream',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - Peach cobbler',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - None',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - Other (please specify)',
       'Which of these desserts do you typically have at Thanksgiving dinner? Please select all that apply.   - Other (please specify).1',
       'Do you typically pray before or after the Thanksgiving meal?',
       'How far will you travel for Thanksgiving?',
       'Will you watch any of the following programs on Thanksgiving? Please select all that apply. - Macy's Parade',
       'What's the age cutoff at your "kids' table" at Thanksgiving?',
       'Have you ever tried to meet up with hometown friends on Thanksgiving night?',
       'Have you ever attended a "Friendsgiving?"',
       'Will you shop any Black Friday sales on Thanksgiving Day?',
       'Do you work in retail?',
       'Will you employer make you work on Black Friday?',
       'How would you describe where you live?', 'Age', 'What is your gender?',
       'How much total combined money did all members of your HOUSEHOLD earn last year?',
       'US Region'],
      dtype='object')

















In [3]:



    


data["Do you celebrate Thanksgiving?"].value_counts()



    


















    
Out[3]:








Yes    980
No      78
Name: Do you celebrate Thanksgiving?, dtype: int64

















In [4]:



    


data = data[data["Do you celebrate Thanksgiving?"] == "Yes"]



    











In [5]:



    


data["What is typically the main dish at your Thanksgiving dinner?"].value_counts()



    


















    
Out[5]:








Turkey                    859
Other (please specify)     35
Ham/Pork                   29
Tofurkey                   20
Chicken                    12
Roast beef                 11
I don't know                5
Turducken                   3
Name: What is typically the main dish at your Thanksgiving dinner?, dtype: int64

















In [6]:



    


data[data["What is typically the main dish at your Thanksgiving dinner?"] == "Tofurkey"]["Do you typically have gravy?"]



    


















    
Out[6]:








4      Yes
33     Yes
69      No
72      No
77     Yes
145    Yes
175    Yes
218     No
243    Yes
275     No
393    Yes
399    Yes
571    Yes
594    Yes
628     No
774     No
820     No
837    Yes
860     No
953    Yes
Name: Do you typically have gravy?, dtype: object

















In [7]:



    


data["Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Apple"].value_counts()



    


















    
Out[7]:








Apple    514
Name: Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Apple, dtype: int64

















In [8]:



    


data["Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Pumpkin"].value_counts()



    


















    
Out[8]:








Pumpkin    729
Name: Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Pumpkin, dtype: int64

















In [9]:



    


data["Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Pecan"].value_counts()



    


















    
Out[9]:








Pecan    342
Name: Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Pecan, dtype: int64

















In [11]:



    


ate_pies = (pd.isnull(data["Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Apple"])
&
pd.isnull(data["Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Pecan"])
 &
 pd.isnull(data["Which type of pie is typically served at your Thanksgiving dinner? Please select all that apply. - Pumpkin"])
)

ate_pies.value_counts()



    


















    
Out[11]:








False    876
True     104
dtype: int64

















In [12]:



    


data["Age"].value_counts()



    


















    
Out[12]:








45 - 59    269
60+        258
30 - 44    235
18 - 29    185
Name: Age, dtype: int64

















In [13]:



    


def extract_age(age_str):
    if pd.isnull(age_str):
        return None
    age_str = age_str.split(" ")[0]
    age_str = age_str.replace("+", "")
    return int(age_str)

data["int_age"] = data["Age"].apply(extract_age)
data["int_age"].describe()



    


















    






/dataquest/system/env/python3/lib/python3.4/site-packages/numpy/lib/function_base.py:3834: RuntimeWarning: Invalid value encountered in percentile
  RuntimeWarning)










    
Out[13]:








count    947.000000
mean      40.089757
std       15.352014
min       18.000000
25%             NaN
50%             NaN
75%             NaN
max       60.000000
Name: int_age, dtype: float64

















In [17]:



    


def extract_income(income_str):
    if pd.isnull(income_str):
        return None
    income_str = income_str.split(" ")[0]
    if income_str == "Prefer":
        return None
    income_str = income_str.replace("$", "")
    income_str = income_str.replace(",", "")
    return int(income_str)

data["int_income"] = data["How much total combined money did all members of your HOUSEHOLD earn last year?"].apply(extract_income)
data["int_income"].describe()



    


















    






/dataquest/system/env/python3/lib/python3.4/site-packages/numpy/lib/function_base.py:3834: RuntimeWarning: Invalid value encountered in percentile
  RuntimeWarning)










    
Out[17]:








count       829.000000
mean      75965.018094
std       59068.636748
min           0.000000
25%                NaN
50%                NaN
75%                NaN
max      200000.000000
Name: int_income, dtype: float64

















In [22]:



    


data[data["int_income"] < 50000]["How far will you travel for Thanksgiving?"].value_counts()



    


















    
Out[22]:








Thanksgiving is happening at my home--I won't travel at all                         106
Thanksgiving is local--it will take place in the town I live in                      92
Thanksgiving is out of town but not too far--it's a drive of a few hours or less     64
Thanksgiving is out of town and far away--I have to drive several hours or fly       16
Name: How far will you travel for Thanksgiving?, dtype: int64

















In [23]:



    


data[data["int_income"] > 150000]["How far will you travel for Thanksgiving?"].value_counts()



    


















    
Out[23]:








Thanksgiving is happening at my home--I won't travel at all                         49
Thanksgiving is local--it will take place in the town I live in                     25
Thanksgiving is out of town but not too far--it's a drive of a few hours or less    16
Thanksgiving is out of town and far away--I have to drive several hours or fly      12
Name: How far will you travel for Thanksgiving?, dtype: int64

















In [24]:



    


data.pivot_table(
    index="Have you ever tried to meet up with hometown friends on Thanksgiving night?", 
    columns='Have you ever attended a "Friendsgiving?"',
    values="int_age"
)



    


















    
Out[24]:










  
    

      Have you ever attended a "Friendsgiving?"
      No
      Yes
    

    

      Have you ever tried to meet up with hometown friends on Thanksgiving night?
      
      
    

  
  
    

      No
      42.283702
      37.010526
    

    

      Yes
      41.475410
      33.976744
    

  




















In [25]:



    


data.pivot_table(
    index="Have you ever tried to meet up with hometown friends on Thanksgiving night?", 
    columns='Have you ever attended a "Friendsgiving?"',
    values="int_income"
)



    


















    
Out[25]:










  
    

      Have you ever attended a "Friendsgiving?"
      No
      Yes
    

    

      Have you ever tried to meet up with hometown friends on Thanksgiving night?
      
      
    

  
  
    

      No
      78914.549654
      72894.736842
    

    

      Yes
      78750.000000
      66019.736842

Content source: ericsimmons1/Dataquest

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