我有 json 文件（名为list_of_beers），它是 2 种啤酒的列表：
[
{
"id": 1,
"name": "Buzz",
"tagline": "A Real Bitter Experience.",
"first_brewed": "09/2007",
"description": "A light, crisp and bitter IPA brewed with English and American hops. A small batch brewed only once.",
"image_url": "https://images.punkapi.com/v2/keg.png",
"abv": 4.5,
"ibu": 60,
"target_fg": 1010,
"target_og": 1044,
"ebc": 20,
"srm": 10,
"ph": 4.4,
"attenuation_level": 75,
"volume": {
"value": 20,
"unit": "litres"
},
"boil_volume": {
"value": 25,
"unit": "litres"
},
"method": {
"mash_temp": [
{
"temp": {
"value": 64,
"unit": "celsius"
},
"duration": 75
}
],
"fermentation": {
"temp": {
"value": 19,
"unit": "celsius"
}
},
"twist": null
},
"ingredients": {
"malt": [
{
"name": "Maris Otter Extra Pale",
"amount": {
"value": 3.3,
"unit": "kilograms"
}
},
{
"name": "Caramalt",
"amount": {
"value": 0.2,
"unit": "kilograms"
}
},
{
"name": "Munich",
"amount": {
"value": 0.4,
"unit": "kilograms"
}
}
],
"hops": [
{
"name": "Fuggles",
"amount": {
"value": 25,
"unit": "grams"
},
"add": "start",
"attribute": "bitter"
},
{
"name": "First Gold",
"amount": {
"value": 25,
"unit": "grams"
},
"add": "start",
"attribute": "bitter"
},
{
"name": "Fuggles",
"amount": {
"value": 37.5,
"unit": "grams"
},
"add": "middle",
"attribute": "flavour"
},
{
"name": "First Gold",
"amount": {
"value": 37.5,
"unit": "grams"
},
"add": "middle",
"attribute": "flavour"
},
{
"name": "Cascade",
"amount": {
"value": 37.5,
"unit": "grams"
},
"add": "end",
"attribute": "flavour"
}
],
"yeast": "Wyeast 1056 - American Ale\u2122"
},
"food_pairing": [
"Spicy chicken tikka masala",
"Grilled chicken quesadilla",
"Caramel toffee cake"
],
"brewers_tips": "The earthy and floral aromas from the hops can be overpowering. Drop a little Cascade in at the end of the boil to lift the profile with a bit of citrus.",
"contributed_by": "Sam Mason <samjbmason>"
},
{
"id": 2,
"name": "Trashy Blonde",
"tagline": "You Know You Shouldn't",
"first_brewed": "04/2008",
"description": "A titillating, neurotic, peroxide punk of a Pale Ale. Combining attitude, style, substance, and a little bit of low self esteem for good measure; what would your mother say? The seductive lure of the sassy passion fruit hop proves too much to resist. All that is even before we get onto the fact that there are no additives, preservatives, pasteurization or strings attached. All wrapped up with the customary BrewDog bite and imaginative twist.",
"image_url": "https://images.punkapi.com/v2/2.png",
"abv": 4.1,
"ibu": 41.5,
"target_fg": 1010,
"target_og": 1041.7,
"ebc": 15,
"srm": 15,
"ph": 4.4,
"attenuation_level": 76,
"volume": {
"value": 20,
"unit": "litres"
},
"boil_volume": {
"value": 25,
"unit": "litres"
},
"method": {
"mash_temp": [
{
"temp": {
"value": 69,
"unit": "celsius"
},
"duration": null
}
],
"fermentation": {
"temp": {
"value": 18,
"unit": "celsius"
}
},
"twist": null
},
"ingredients": {
"malt": [
{
"name": "Maris Otter Extra Pale",
"amount": {
"value": 3.25,
"unit": "kilograms"
}
},
{
"name": "Caramalt",
"amount": {
"value": 0.2,
"unit": "kilograms"
}
},
{
"name": "Munich",
"amount": {
"value": 0.4,
"unit": "kilograms"
}
}
],
"hops": [
{
"name": "Amarillo",
"amount": {
"value": 13.8,
"unit": "grams"
},
"add": "start",
"attribute": "bitter"
},
{
"name": "Simcoe",
"amount": {
"value": 13.8,
"unit": "grams"
},
"add": "start",
"attribute": "bitter"
},
{
"name": "Amarillo",
"amount": {
"value": 26.3,
"unit": "grams"
},
"add": "end",
"attribute": "flavour"
},
{
"name": "Motueka",
"amount": {
"value": 18.8,
"unit": "grams"
},
"add": "end",
"attribute": "flavour"
}
],
"yeast": "Wyeast 1056 - American Ale\u2122"
},
"food_pairing": [
"Fresh crab with lemon",
"Garlic butter dipping sauce",
"Goats cheese salad",
"Creamy lemon bar doused in powdered sugar"
],
"brewers_tips": "Be careful not to collect too much wort from the mash. Once the sugars are all washed out there are some very unpleasant grainy tasting compounds that can be extracted into the wort.",
"contributed_by": "Sam Mason <samjbmason>"
}
]
我正在尝试使用json_normalize()Pandas 库对其进行规范化：
beers_after_normalization = json_normalize(data=list_of_beers)
输出是：
| id | name | tagline | first_brewed | description | image_url | abv | ibu | target_fg | target_og | ebc | srm | ph | attenuation_level | food_pairing | brewers_tips | contributed_by | volume.value | volume.unit | boil_volume.value | boil_volume.unit | method.mash_temp | method.fermentation.temp.value | method.fermentation.temp.unit | method.twist | ingredients.malt | ingredients.hops | ingredients.yeast |
+=====+================+============================+===============+================================================================================================================================================================================================================================================================================================================================================================================================================================================================+========================================+======+=======+============+============+=======+=======+======+====================+======================================================================================================================+=========================================================================================================================================================================================+=========================+===============+==============+====================+===================+=================================================================+=================================+================================+===============+===============================================================================================================================================================================================================================+================================================================================================================================================================================================================================================================================================================================================================================================================================================================================================================================================+=============================+
| 1 | Buzz | A Real Bitter Experience. | 09/2007 | A light, crisp and bitter IPA brewed with English and American hops. A small batch brewed only once. | https://images.punkapi.com/v2/keg.png | 4.5 | 60.0 | 1010.0 | 1044.0 | 20.0 | 10.0 | 4.4 | 75.0 | [Spicy chicken tikka masala, Grilled chicken quesadilla, Caramel toffee cake] | The earthy and floral aromas from the hops can be overpowering. Drop a little Cascade in at the end of the boil to lift the profile with a bit of citrus. | Sam Mason <samjbmason> | 20 | litres | 25 | litres | [{'temp': {'value': 64, 'unit': 'celsius'}, 'duration': 75}] | 19.0 | celsius | None | [{'name': 'Maris Otter Extra Pale', 'amount': {'value': 3.3, 'unit': 'kilograms'}}, {'name': 'Caramalt', 'amount': {'value': 0.2, 'unit': 'kilograms'}}, {'name': 'Munich', 'amount': {'value': 0.4, 'unit': 'kilograms'}}] | [{'name': 'Fuggles', 'amount': {'value': 25, 'unit': 'grams'}, 'add': 'start', 'attribute': 'bitter'}, {'name': 'First Gold', 'amount': {'value': 25, 'unit': 'grams'}, 'add': 'start', 'attribute': 'bitter'}, {'name': 'Fuggles', 'amount': {'value': 37.5, 'unit': 'grams'}, 'add': 'middle', 'attribute': 'flavour'}, {'name': 'First Gold', 'amount': {'value': 37.5, 'unit': 'grams'}, 'add': 'middle', 'attribute': 'flavour'}, {'name': 'Cascade', 'amount': {'value': 37.5, 'unit': 'grams'}, 'add': 'end', 'attribute': 'flavour'}] | Wyeast 1056 - American Ale™ |
+-----+----------------+----------------------------+---------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------+------+-------+------------+------------+-------+-------+------+--------------------+----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------+---------------+--------------+--------------------+-------------------+-----------------------------------------------------------------+---------------------------------+--------------------------------+---------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------+
| 2 | Trashy Blonde | You Know You Shouldn't | 04/2008 | A titillating, neurotic, peroxide punk of a Pale Ale. Combining attitude, style, substance, and a little bit of low self esteem for good measure; what would your mother say? The seductive lure of the sassy passion fruit hop proves too much to resist. All that is even before we get onto the fact that there are no additives, preservatives, pasteurization or strings attached. All wrapped up with the customary BrewDog bite and imaginative twist. | https://images.punkapi.com/v2/2.png | 4.1 | 41.5 | 1010.0 | 1041.7 | 15.0 | 15.0 | 4.4 | 76.0 | [Fresh crab with lemon, Garlic butter dipping sauce, Goats cheese salad, Creamy lemon bar doused in powdered sugar] | Be careful not to collect too much wort from the mash. Once the sugars are all washed out there are some very unpleasant grainy tasting compounds that can be extracted into the wort. | Sam Mason <samjbmason> | 20 | litres | 25 | litres | [{'temp': {'value': 69, 'unit': 'celsius'}, 'duration': None}] | 18.0 | celsius | None | [{'name': 'Maris Otter Extra Pale', 'amount': {'value': 3.25, 'unit': 'kilograms'}}, {'name': 'Caramalt', 'amount': {'value': 0.2, 'unit': 'kilograms'}}, {'name': 'Munich', 'amount': {'value': 0.4, 'unit': 'kilograms'}}] | [{'name': 'Amarillo', 'amount': {'value': 13.8, 'unit': 'grams'}, 'add': 'start', 'attribute': 'bitter'}, {'name': 'Simcoe', 'amount': {'value': 13.8, 'unit': 'grams'}, 'add': 'start', 'attribute': 'bitter'}, {'name': 'Amarillo', 'amount': {'value': 26.3, 'unit': 'grams'}, 'add': 'end', 'attribute': 'flavour'}, {'name': 'Motueka', 'amount': {'value': 18.8, 'unit': 'grams'}, 'add': 'end', 'attribute': 'flavour'}] | Wyeast 1056 - American Ale™ |
+-----+----------------+----------------------------+---------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------+------+-------+------------+------------+-------+-------+------+--------------------+----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------+---------------+--------------+--------------------+-------------------+-----------------------------------------------------------------+---------------------------------+--------------------------------+---------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------+
但正如您所见，仍有几列需要标准化：method.mash_temp, ingredients.malt, ingredients.hops. 我的问题是如何做到这一点？我尝试使用：
json_normalize(data=list_of_beers, record_path = ['method.mash_temp', 'ingredients.malt',
'ingredients.hops'], meta=['id', 'name', 'tagline', 'first_brewed', 'description', 'image_url',
'abv', 'ibu', 'target_fg', 'target_og', 'ebc', 'srm', 'ph',
'attenuation_level', 'food_pairing', 'brewers_tips', 'contributed_by',
'volume.value', 'volume.unit', 'boil_volume.value', 'boil_volume.unit',
'method.fermentation.temp.value',
'method.fermentation.temp.unit', 'method.twist',
'ingredients.yeast'])
但不幸的是，有一些 KeyErrors ;/我还尝试首先规范化我的 3 个嵌套列（即method.mash_temp，ingredients.malt和ingredients.hops），然后将每一列加入我的表，但老实说，我决定将我的表与这 3 列合并-.-如果有人向我展示解决此问题的不同方法，那就太好了。提前致谢！