The art of using pipelines

Pipelines are a natural way to think about a machine learning system. Indeed with some practice a data scientist can visualise data "flowing" through a series of steps. The input is typically some raw data which has to be processed in some manner. The goal is to represent the data in such a way that is can be ingested by a machine learning algorithm. Along the way some steps will extract features, while others will normalize the data and remove undesirable elements. Pipelines are simple, and yet they are a powerful way of designing sophisticated machine learning systems.

Both scikit-learn and pandas make it possible to use pipelines. However it's quite rare to see pipelines being used in practice (at least on Kaggle). Sometimes you get to see people using scikit-learn's pipeline module, however the pipe method from pandas is sadly underappreciated. A big reason why pipelines are not given much love is that it's easier to think of batch learning in terms of a script or a notebook. Indeed many people doing data science seem to prefer a procedural style to a declarative style. Moreover in practice pipelines can be a bit rigid if one wishes to do non-orthodox operations.

Although pipelines may be a bit of an odd fit for batch learning, they make complete sense when they are used for online learning. Indeed the UNIX philosophy has advocated the use of pipelines for data processing for many decades. If you can visualise data as a stream of observations then using pipelines should make a lot of sense to you. We'll attempt to convince you by writing a machine learning algorithm in a procedural way and then converting it to a declarative pipeline in small steps. Hopefully by the end you'll be convinced, or not!

In this notebook we'll manipulate data from the Kaggle Recruit Restaurants Visitor Forecasting competition. The data is directly available through river's datasets module.

from pprint import pprint
from river import datasets

for x, y in datasets.Restaurants():
    pprint(x)
    pprint(y)
    break

Downloading https://maxhalford.github.io/files/datasets/kaggle_recruit_restaurants.zip (4.28 MB)
Uncompressing into /home/runner/river_data/Restaurants
{'area_name': 'Tōkyō-to Nerima-ku Toyotamakita',
 'date': datetime.datetime(2016, 1, 1, 0, 0),
 'genre_name': 'Izakaya',
 'is_holiday': True,
 'latitude': 35.7356234,
 'longitude': 139.6516577,
 'store_id': 'air_04341b588bde96cd'}
10

We'll start by building and running a model using a procedural coding style. The performance of the model doesn't matter, we're simply interested in the design of the model.

from river import feature_extraction
from river import linear_model
from river import metrics
from river import preprocessing
from river import stats

means = (
    feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(7)),
    feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(14)),
    feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(21))
)

scaler = preprocessing.StandardScaler()
lin_reg = linear_model.LinearRegression()
metric = metrics.MAE()

for x, y in datasets.Restaurants():

    # Derive date features
    x['weekday'] = x['date'].weekday()
    x['is_weekend'] = x['date'].weekday() in (5, 6)

    # Process the rolling means of the target  
    for mean in means:
        x = {**x, **mean.transform_one(x)}
        mean.learn_one(x, y)

    # Remove the key/value pairs that aren't features
    for key in ['store_id', 'date', 'genre_name', 'area_name', 'latitude', 'longitude']:
        x.pop(key)

    # Rescale the data
    x = scaler.learn_one(x).transform_one(x)

    # Fit the linear regression
    y_pred = lin_reg.predict_one(x)
    lin_reg.learn_one(x, y)

    # Update the metric using the out-of-fold prediction
    metric.update(y, y_pred)

print(metric)

MAE: 8.465114

We're not using many features. We can print the last x to get an idea of the features (don't forget they've been scaled!)

pprint(x)

{'is_holiday': -0.23103573677646685,
 'is_weekend': 1.6249280076334165,
 'weekday': 1.0292832579142892,
 'y_rollingmean_14_by_store_id': -1.4125913815779154,
 'y_rollingmean_21_by_store_id': -1.3980979075298519,
 'y_rollingmean_7_by_store_id': -1.3502314499809096}

The above chunk of code is quite explicit but it's a bit verbose. The whole point of libraries such as river is to make life easier for users. Moreover there's too much space for users to mess up the order in which things are done, which increases the chance of there being target leakage. We'll now rewrite our model in a declarative fashion using a pipeline à la sklearn.

from river import compose


def get_date_features(x):
    weekday =  x['date'].weekday()
    return {'weekday': weekday, 'is_weekend': weekday in (5, 6)}


model = compose.Pipeline(
    ('features', compose.TransformerUnion(
        ('date_features', compose.FuncTransformer(get_date_features)),
        ('last_7_mean', feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(7))),
        ('last_14_mean', feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(14))),
        ('last_21_mean', feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(21)))
    )),
    ('drop_non_features', compose.Discard('store_id', 'date', 'genre_name', 'area_name', 'latitude', 'longitude')),
    ('scale', preprocessing.StandardScaler()),
    ('lin_reg', linear_model.LinearRegression())
)

metric = metrics.MAE()

for x, y in datasets.Restaurants():

    # Make a prediction without using the target
    y_pred = model.predict_one(x)

    # Update the model using the target
    model.learn_one(x, y)

    # Update the metric using the out-of-fold prediction
    metric.update(y, y_pred)

print(metric)

MAE: 8.38533

We use a Pipeline to arrange each step in a sequential order. A TransformerUnion is used to merge multiple feature extractors into a single transformer. The for loop is now much shorter and is thus easier to grok: we get the out-of-fold prediction, we fit the model, and finally we update the metric. This way of evaluating a model is typical of online learning, and so we put it wrapped it inside a function called progressive_val_score part of the evaluate module. We can use it to replace the for loop.

from river import evaluate

model = compose.Pipeline(
    ('features', compose.TransformerUnion(
        ('date_features', compose.FuncTransformer(get_date_features)),
        ('last_7_mean', feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(7))),
        ('last_14_mean', feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(14))),
        ('last_21_mean', feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(21)))
    )),
    ('drop_non_features', compose.Discard('store_id', 'date', 'genre_name', 'area_name', 'latitude', 'longitude')),
    ('scale', preprocessing.StandardScaler()),
    ('lin_reg', linear_model.LinearRegression())
)

evaluate.progressive_val_score(dataset=datasets.Restaurants(), model=model, metric=metrics.MAE())

MAE: 8.38533

Notice that you couldn't have used the progressive_val_score method if you wrote the model in a procedural manner.

Our code is getting shorter, but it's still a bit difficult on the eyes. Indeed there is a lot of boilerplate code associated with pipelines that can get tedious to write. However river has some special tricks up it's sleeve to save you from a lot of pain.

The first trick is that the name of each step in the pipeline can be omitted. If no name is given for a step then river automatically infers one.

model = compose.Pipeline(
    compose.TransformerUnion(
        compose.FuncTransformer(get_date_features),
        feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(7)),
        feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(14)),
        feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(21))
    ),
    compose.Discard('store_id', 'date', 'genre_name', 'area_name', 'latitude', 'longitude'),
    preprocessing.StandardScaler(),
    linear_model.LinearRegression()
)

evaluate.progressive_val_score(datasets.Restaurants(), model, metrics.MAE())

MAE: 8.38533

Under the hood a Pipeline inherits from collections.OrderedDict. Indeed this makes sense because if you think about it a Pipeline is simply a sequence of steps where each step has a name. The reason we mention this is because it means you can manipulate a Pipeline the same way you would manipulate an ordinary dict. For instance we can print the name of each step by using the keys method.

for name in model.steps:
    print(name)

TransformerUnion
Discard
StandardScaler
LinearRegression

The first step is a FeatureUnion and it's string representation contains the string representation of each of it's elements. Not having to write names saves up some time and space and is certainly less tedious.

The next trick is that we can use mathematical operators to compose our pipeline. For example we can use the + operator to merge Transformers into a TransformerUnion.

model = compose.Pipeline(
    compose.FuncTransformer(get_date_features) + \
    feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(7)) + \
    feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(14)) + \
    feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(21)),

    compose.Discard('store_id', 'date', 'genre_name', 'area_name', 'latitude', 'longitude'),
    preprocessing.StandardScaler(),
    linear_model.LinearRegression()
)

evaluate.progressive_val_score(datasets.Restaurants(), model, metrics.MAE())

MAE: 8.38533

Likewhise we can use the | operator to assemble steps into a Pipeline.

model = (
    compose.FuncTransformer(get_date_features) +
    feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(7)) +
    feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(14)) +
    feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(21))
)

to_discard = ['store_id', 'date', 'genre_name', 'area_name', 'latitude', 'longitude']

model = model | compose.Discard(*to_discard) | preprocessing.StandardScaler()

model |= linear_model.LinearRegression()

evaluate.progressive_val_score(datasets.Restaurants(), model, metrics.MAE())

MAE: 8.38533

Hopefully you'll agree that this is a powerful way to express machine learning pipelines. For some people this should be quite remeniscent of the UNIX pipe operator. One final trick we want to mention is that functions are automatically wrapped with a FuncTransformer, which can be quite handy.

model = get_date_features

for n in [7, 14, 21]:
    model += feature_extraction.TargetAgg(by='store_id', how=stats.RollingMean(n))

model |= compose.Discard(*to_discard)
model |= preprocessing.StandardScaler()
model |= linear_model.LinearRegression()

evaluate.progressive_val_score(datasets.Restaurants(), model, metrics.MAE())

MAE: 8.38533

Naturally some may prefer the procedural style we first used because they find it easier to work with. It all depends on your style and you should use what you feel comfortable with. However we encourage you to use operators because we believe that this will increase the readability of your code, which is very important. To each their own!

Before finishing we can take an interactive look at our pipeline.

model

get_date_features

def get_date_features(x): weekday = x['date'].weekday() return {'weekday': weekday, 'is_weekend': weekday in (5, 6)}

y_rollingmean_7_by_store_id

{'_feature_name': 'y_rollingmean_7_by_store_id', '_groups': defaultdict(functools.partial(<function deepcopy at 0x7f986bcdb940>, RollingMean: 0.), {('air_00a91d42b08b08d9',): RollingMean: 31.571429, ('air_0164b9927d20bcc3',): RollingMean: 6.428571, ('air_0241aa3964b7f861',): RollingMean: 11.428571, ('air_0328696196e46f18',): RollingMean: 10., ('air_034a3d5b40d5b1b1',): RollingMean: 28.428571, ('air_036d4f1ee7285390',): RollingMean: 27.142857, ('air_0382c794b73b51ad',): RollingMean: 29.142857, ('air_03963426c9312048',): RollingMean: 45.714286, ('air_04341b588bde96cd',): RollingMean: 32.857143, ('air_049f6d5b402a31b2',): RollingMean: 16.571429, ('air_04cae7c1bc9b2a0b',): RollingMean: 18.571429, ('air_0585011fa179bcce',): RollingMean: 5.571429, ('air_05c325d315cc17f5',): RollingMean: 29.714286, ('air_0647f17b4dc041c8',): RollingMean: 29.714286, ('air_064e203265ee5753',): RollingMean: 19.142857, ('air_066f0221b8a4d533',): RollingMean: 11.428571, ('air_06f95ac5c33aca10',): RollingMean: 27.142857, ('air_0728814bd98f7367',): RollingMean: 8.285714, ('air_0768ab3910f7967f',): RollingMean: 32.571429, ('air_07b314d83059c4d2',): RollingMean: 41.285714, ('air_07bb665f9cdfbdfb',): RollingMean: 24.142857, ('air_082908692355165e',): RollingMean: 48., ('air_083ddc520ea47e1e',): RollingMean: 14.857143, ('air_0845d8395f30c6bb',): RollingMean: 25.285714, ('air_084d98859256acf0',): RollingMean: 12.714286, ('air_0867f7bebad6a649',): RollingMean: 19.142857, ('air_08ba8cd01b3ba010',): RollingMean: 10., ('air_08cb3c4ee6cd6a22',): RollingMean: 10.857143, ('air_08ef81d5b7a0d13f',): RollingMean: 12.857143, ('air_08f994758a1e76d4',): RollingMean: 29.285714, ('air_09040f6df960ddb8',): RollingMean: 17.571429, ('air_0919d54f0c9a24b8',): RollingMean: 37., ('air_09661c0f3259cc04',): RollingMean: 26.428571, ('air_09a845d5b5944b01',): RollingMean: 7.571429, ('air_09fd1f5c58583141',): RollingMean: 8.571429, ('air_0a74a5408a0b8642',): RollingMean: 28.857143, ('air_0b184ec04c741a6a',): RollingMean: 11.857143, ('air_0b1e72d2d4422b20',): RollingMean: 20.857143, ('air_0b9038300f8b2b50',): RollingMean: 13.428571, ('air_0e1eae99b8723bc1',): RollingMean: 12.571429, ('air_0e7c11b9abc50163',): RollingMean: 37., ('air_0ead98dd07e7a82a',): RollingMean: 10.571429, ('air_0f0cdeee6c9bf3d7',): RollingMean: 25.571429, ('air_0f2f96335f274801',): RollingMean: 11.428571, ('air_0f60e1576a7d397d',): RollingMean: 4.857143, ('air_1033310359ceeac1',): RollingMean: 20.857143, ('air_10393f12e9069760',): RollingMean: 13.285714, ('air_105a7954e32dba9b',): RollingMean: 50.714286, ('air_10713fbf3071c361',): RollingMean: 12.857143, ('air_10bbe8acd943d8f6',): RollingMean: 28., ('air_12c4fb7a423df20d',): RollingMean: 21.142857, ('air_138ee734ac79ff90',): RollingMean: 6.285714, ('air_138ff410757b845f',): RollingMean: 49.714286, ('air_1408dd53f31a8a65',): RollingMean: 24.285714, ('air_142e78ba7001da9c',): RollingMean: 14.142857, ('air_1509881b22965b34',): RollingMean: 17., ('air_152c1f08d7d20e07',): RollingMean: 12., ('air_15ae33469e9ea2dd',): RollingMean: 8.285714, ('air_15e6e15c7ea2c162',): RollingMean: 19.571429, ('air_16179d43b6ee5fd8',): RollingMean: 8.428571, ('air_1653a6c513865af3',): RollingMean: 35., ('air_168441ada3e878e1',): RollingMean: 54.571429, ('air_16c4cfddeb2cf69b',): RollingMean: 9.428571, ('air_16cf0a73233896de',): RollingMean: 13., ('air_1707a3f18bb0da07',): RollingMean: 23.142857, ('air_17a6ab40f97fd4d8',): RollingMean: 6.571429, ('air_17bed6dbf7c8b0fc',): RollingMean: 20.428571, ('air_1979eaff8189d086',): RollingMean: 9.857143, ('air_1ab60ce33bfed8a8',): RollingMean: 10.142857, ('air_1ae94f514a0bce13',): RollingMean: 6.571429, ('air_1ba4e87ef7422183',): RollingMean: 35.571429, ('air_1c0b150f9e696a5f',): RollingMean: 100.714286, ('air_1c95a84924d72500',): RollingMean: 9.285714, ('air_1d1e8860ae04f8e9',): RollingMean: 15.142857, ('air_1d25ca6c76df48b4',): RollingMean: 42.857143, ('air_1d3f797dd1f7cf1c',): RollingMean: 39., ('air_1dd8f6f47480d1a2',): RollingMean: 39.142857, ('air_1dea9815ccd36620',): RollingMean: 10.285714, ('air_1e23210b584540e7',): RollingMean: 3.857143, ('air_1e665503b8474c55',): RollingMean: 6.142857, ('air_1eeff462acb24fb7',): RollingMean: 19.571429, ('air_1f1390a8be2272b3',): RollingMean: 19., ('air_1f34e9beded2231a',): RollingMean: 9., ('air_1f7f8fa557bc0d55',): RollingMean: 3.714286, ('air_2009041dbf9264de',): RollingMean: 52.285714, ('air_20619d21192aa571',): RollingMean: 13.285714, ('air_20add8092c9bb51d',): RollingMean: 33.571429, ('air_2195cd5025a98033',): RollingMean: 34.142857, ('air_21f5052d5330528d',): RollingMean: 31.857143, ('air_220cba70c890b119',): RollingMean: 8.714286, ('air_22682e965418936f',): RollingMean: 10.142857, ('air_228f10bec0bda9c8',): RollingMean: 17.142857, ('air_229d7e508d9f1b5e',): RollingMean: 11.428571, ('air_232dcee6f7c51d37',): RollingMean: 6.857143, ('air_234d3dbf7f3d5a50',): RollingMean: 6.428571, ('air_23e1b11aee2a1407',): RollingMean: 46.857143, ('air_23ee674e91469086',): RollingMean: 21.142857, ('air_24b9b2a020826ede',): RollingMean: 32.714286, ('air_24e8414b9b07decb',): RollingMean: 5.857143, ('air_2545dd3a00f265e2',): RollingMean: 56., ('air_256be208a979e023',): RollingMean: 8., ('air_2570ccb93badde68',): RollingMean: 37.428571, ('air_258ad2619d7bff9a',): RollingMean: 38.428571, ('air_258dc112912fc458',): RollingMean: 67.571429, ('air_25c583983246b7b0',): RollingMean: 29.857143, ('air_25d8e5cc57dd87d9',): RollingMean: 26.285714, ('air_25e9888d30b386df',): RollingMean: 5.142857, ('air_2634e41551e9807d',): RollingMean: 18.428571, ('air_26c5bbeb7bb82bf1',): RollingMean: 27.142857, ('air_26f10355d9b4d82a',): RollingMean: 33.285714, ('air_2703dcb33192b181',): RollingMean: 54.142857, ('air_275732a5db46f4d3',): RollingMean: 18.714286, ('air_27e991812b0d9c92',): RollingMean: 42., ('air_28064154614b2e6c',): RollingMean: 22.857143, ('air_287d2de7d3c93406',): RollingMean: 11.857143, ('air_28a9fa1ec0839375',): RollingMean: 34.142857, ('air_28dbe91c4c9656be',): RollingMean: 33.571429, ('air_290e7a57b390f78e',): RollingMean: 14.285714, ('air_298513175efdf261',): RollingMean: 24.857143, ('air_2a184c1745274b2b',): RollingMean: 3.428571, ('air_2a24aec099333f39',): RollingMean: 8.857143, ('air_2a3743e37aab04b4',): RollingMean: 17.428571, ('air_2a485b92210c98b5',): RollingMean: 22.857143, ('air_2a7f14da7fe0f699',): RollingMean: 25., ('air_2aab19554f91ff82',): RollingMean: 43.571429, ('air_2ac361b97630e2df',): RollingMean: 13.285714, ('air_2b8b29ddfd35018e',): RollingMean: 8.714286, ('air_2b9bc9f5f5168ea1',): RollingMean: 21., ('air_2bffb19a24d11729',): RollingMean: 11., ('air_2c505f9ad67d4635',): RollingMean: 16.571429, ('air_2c6c79d597e48096',): RollingMean: 14.714286, ('air_2c6fef1ce0e13a5a',): RollingMean: 28.714286, ('air_2c989829acbd1c6b',): RollingMean: 28.142857, ('air_2cee51fa6fdf6c0d',): RollingMean: 17.142857, ('air_2d3afcb91762fe01',): RollingMean: 51., ('air_2d78d9a1f4dd02ca',): RollingMean: 11.714286, ('air_2e7cb1f1a2a9cd6a',): RollingMean: 31.428571, ('air_2f8ced25216df926',): RollingMean: 12.714286, ('air_2fc149abe33adcb4',): RollingMean: 38.285714, ('air_2fc478dc9f0a6b31',): RollingMean: 12.857143, ('air_2fed81034f8834e5',): RollingMean: 23.857143, ('air_303bac187b53083a',): RollingMean: 9.571429, ('air_310e467e6e625004',): RollingMean: 16.714286, ('air_3155ee23d92202da',): RollingMean: 14.428571, ('air_31c753b48a657b6c',): RollingMean: 21.285714, ('air_32460819c7600037',): RollingMean: 46.857143, ('air_324f7c39a8410e7c',): RollingMean: 12.428571, ('air_326ca454ef3558bc',): RollingMean: 23.714286, ('air_32b02ba5dc2027f4',): RollingMean: 29., ('air_32c61b620a766138',): RollingMean: 28., ('air_32f5d7cd696e3c4a',): RollingMean: 20.714286, ('air_33b01025210d6007',): RollingMean: 12., ('air_3440e0ea1b70a99b',): RollingMean: 30., ('air_346ade7d29230634',): RollingMean: 7., ('air_347be2c4feeb408b',): RollingMean: 22.571429, ('air_349278fa964bb12f',): RollingMean: 19.714286, ('air_3525f11ef0bf0c35',): RollingMean: 44.714286, ('air_35512c42db0868da',): RollingMean: 5.142857, ('air_3561fd1c0bce6a95',): RollingMean: 11.714286, ('air_35c4732dcbfe31be',): RollingMean: 8.714286, ('air_36429b5ca4407b3e',): RollingMean: 20., ('air_36bcf77d3382d36e',): RollingMean: 31.285714, ('air_37189c92b6c761ec',): RollingMean: 20.285714, ('air_375a5241615b5e22',): RollingMean: 7.142857, ('air_382f5ace4e2247b8',): RollingMean: 8.857143, ('air_383f5b2f8d345a49',): RollingMean: 12.714286, ('air_38746ffe9aa20c7e',): RollingMean: 4.571429, ('air_396166d47733d5c9',): RollingMean: 31., ('air_396942e6423a2145',): RollingMean: 24.428571, ('air_397d3f32a7196aa2',): RollingMean: 33.142857, ('air_3980af67be35afdb',): RollingMean: 20., ('air_3982a2c4ea2ed431',): RollingMean: 33.428571, ('air_399904bdb7685ca0',): RollingMean: 29., ('air_39dccf7df20b1c6a',): RollingMean: 26.142857, ('air_3a8a3f8fb5cd7f88',): RollingMean: 22.428571, ('air_3aa839e8e0cb6c87',): RollingMean: 29.857143, ('air_3ac24136722e2291',): RollingMean: 15.142857, ('air_3b20733899b5287f',): RollingMean: 41.857143, ('air_3b6438b125086430',): RollingMean: 13.857143, ('air_3bb99a1fe0583897',): RollingMean: 39.428571, ('air_3bd49f98ab7f36ab',): RollingMean: 15.857143, ('air_3c05c8f26c611eb9',): RollingMean: 22.571429, ('air_3c938075889fc059',): RollingMean: 27.285714, ('air_3cad29d1a23209d2',): RollingMean: 9.142857, ('air_3caef3f76b8f26c5',): RollingMean: 25.428571, ('air_3d3a2b509180e798',): RollingMean: 17., ('air_3e6cea17a9d2c0f1',): RollingMean: 18.714286, ('air_3e93f3c81008696d',): RollingMean: 39.714286, ('air_3f91d592acd6cc0b',): RollingMean: 21.714286, ('air_401b39f97e56b939',): RollingMean: 11.285714, ('air_4043b7ccfbffa732',): RollingMean: 47.857143, ('air_4092cfbd95a3ac1b',): RollingMean: 27.714286, ('air_40953e2d8b4f2857',): RollingMean: 17.428571, ('air_40f6193ea3ed1b91',): RollingMean: 17.857143, ('air_414ff459ed18fa48',): RollingMean: 14.285714, ('air_41bbf6e1d9814c4b',): RollingMean: 7.714286, ('air_421670f21da5ba31',): RollingMean: 18.428571, ('air_4254c3fc3ad078bd',): RollingMean: 12.285714, ('air_42c9aa6d617c5057',): RollingMean: 47., ('air_42d41eb58cad170e',): RollingMean: 33.571429, ('air_43b65e4b05bff2d3',): RollingMean: 19.571429, ('air_43d577e0c9460e64',): RollingMean: 32., ('air_4433ab8e9999915f',): RollingMean: 21.142857, ('air_4481a87c1d7c9896',): RollingMean: 24.142857, ('air_452100f5305dde64',): RollingMean: 7.714286, ('air_45326ebb8dc72cfb',): RollingMean: 22.428571, ('air_4570f52104fe0982',): RollingMean: 8.571429, ('air_4579cb0669fd411b',): RollingMean: 19., ('air_457efe8c3a30ea17',): RollingMean: 6.857143, ('air_464a62de0d57be1e',): RollingMean: 26.428571, ('air_465bddfed3353b23',): RollingMean: 30.285714, ('air_47070be6093f123e',): RollingMean: 44.285714, ('air_472b19e3b5bffa41',): RollingMean: 14., ('air_473cf23b9e7c0a37',): RollingMean: 10.142857, ('air_473f98b212d37b4a',): RollingMean: 27.714286, ('air_47beaffd3806c979',): RollingMean: 18.571429, ('air_483eba479dc9910d',): RollingMean: 19.285714, ('air_48e9fc98b62495a7',): RollingMean: 23.142857, ('air_48f4da6223571da4',): RollingMean: 21.428571, ('air_48ffd31594bc3263',): RollingMean: 4., ('air_49211568cab5fdee',): RollingMean: 25.285714, ('air_4974785f48853db9',): RollingMean: 7.285714, ('air_4b251b9f8373f1ae',): RollingMean: 25.857143, ('air_4b380b4db9d37883',): RollingMean: 25.285714, ('air_4b55d8aea1d2b395',): RollingMean: 36.142857, ('air_4b9085d0d46a6211',): RollingMean: 21.285714, ('air_4beac252540f865e',): RollingMean: 47.571429, ('air_4c2ed28f3f19ca52',): RollingMean: 14.571429, ('air_4c665a2bfff0da3b',): RollingMean: 8.857143, ('air_4c727b55acdee495',): RollingMean: 14.285714, ('air_4cab15ad29c0ffbc',): RollingMean: 19.142857, ('air_4cab91146e3d1897',): RollingMean: 16., ('air_4cca5666eaf5c709',): RollingMean: 37.571429, ('air_4ce7b17062a1bf73',): RollingMean: 6., ('air_4d21676ed11f0bac',): RollingMean: 30.714286, ('air_4d71826793c09b22',): RollingMean: 20.857143, ('air_4d90a22572fa1ec9',): RollingMean: 25.285714, ('air_4de6d887a7b1c1fc',): RollingMean: 16.142857, ('air_4dea8d17f6f59c56',): RollingMean: 27.857143, ('air_4e1c38f68f435596',): RollingMean: 33.285714, ('air_4f762e840b3996e1',): RollingMean: 10., ('air_4feeb8600f131e43',): RollingMean: 55.714286, ('air_500641aca4cf673c',): RollingMean: 18., ('air_506fe758114df773',): RollingMean: 32.571429, ('air_51281cd059d7b89b',): RollingMean: 16.571429, ('air_51319e7acf0438cf',): RollingMean: 13.857143, ('air_52a08ef3efdb4bb0',): RollingMean: 35.428571, ('air_52e2a1fd42bc917a',): RollingMean: 11.142857, ('air_536043fcf1a4f8a4',): RollingMean: 29.571429, ('air_539d693f7317c62d',): RollingMean: 18.571429, ('air_546b353cbea4a45b',): RollingMean: 14.285714, ('air_5485912b44f976de',): RollingMean: 8., ('air_54d6c25d33f5260e',): RollingMean: 45., ('air_54ed43163b7596c4',): RollingMean: 14., ('air_55390f784018349a',): RollingMean: 48.142857, ('air_55c3627912b9c849',): RollingMean: 8.714286, ('air_55e11c33d4758131',): RollingMean: 22.571429, ('air_56cd12f31a0afc04',): RollingMean: 29.571429, ('air_56cebcbd6906e04c',): RollingMean: 24.285714, ('air_56ea46c14b2dd967',): RollingMean: 45.142857, ('air_57013002b912772b',): RollingMean: 6.285714, ('air_573ecdf81b157d22',): RollingMean: 25.857143, ('air_57c9eea1a2b66e65',): RollingMean: 14.285714, ('air_57ed725a1930a5b9',): RollingMean: 14., ('air_5878b6f2a9da12c1',): RollingMean: 14., ('air_59cc9b2b209c6331',): RollingMean: 9.285714, ('air_5a9a6cbeeb434c08',): RollingMean: 23.714286, ('air_5acc13d655a6e8b2',): RollingMean: 23.714286, ('air_5afb1cca48ceaa19',): RollingMean: 51.571429, ('air_5b6d18c470bbfaf9',): RollingMean: 39.285714, ('air_5b704df317ed1962',): RollingMean: 2.142857, ('air_5bd22f9cc1426a90',): RollingMean: 37.285714, ('air_5c65468938c07fa5',): RollingMean: 11.428571, ('air_5c7489c9ec755e2d',): RollingMean: 39.714286, ('air_5c817ef28f236bdf',): RollingMean: 45.428571, ('air_5cb030b9f0b91537',): RollingMean: 11.142857, ('air_5cfc537125d97f16',): RollingMean: 8.428571, ('air_5d7c744c3a2ef624',): RollingMean: 32.428571, ('air_5d945ade487cdf4d',): RollingMean: 17., ('air_5dea8a7a5bf5eb71',): RollingMean: 32.285714, ('air_5e339a1f364cdb00',): RollingMean: 13.571429, ('air_5e34c6fe6fabd10e',): RollingMean: 18.285714, ('air_5e70fe82f9e4fab6',): RollingMean: 17.857143, ('air_5e939e005bd34633',): RollingMean: 1.857143, ('air_5ed3198e4a5eed0f',): RollingMean: 34.571429, ('air_5f3a3ef4cba110a4',): RollingMean: 34.571429, ('air_5f6fa1b897fe80d5',): RollingMean: 26., ('air_5fbda8e9302f7c13',): RollingMean: 26.714286, ('air_602ca92c0db34f8f',): RollingMean: 16.857143, ('air_609050e4e4f79ae1',): RollingMean: 10.571429, ('air_60a7057184ec7ec7',): RollingMean: 30.428571, ('air_60aa54ecbc602348',): RollingMean: 5.714286, ('air_6108821ffafa9b72',): RollingMean: 26., ('air_614e2f7e76dff854',): RollingMean: 11.571429, ('air_61668cc2b0778898',): RollingMean: 9.285714, ('air_61b8d37c33617f21',): RollingMean: 28.857143, ('air_61de73b097513f58',): RollingMean: 8.714286, ('air_622375b4815cf5cb',): RollingMean: 44.857143, ('air_627cabe2fe53f33f',): RollingMean: 14.571429, ('air_629d9935273c82ae',): RollingMean: 27.142857, ('air_629edf21ea38ac2d',): RollingMean: 39.142857, ('air_632ba66e1f75aa28',): RollingMean: 20.142857, ('air_638c35eb25e53eea',): RollingMean: 23.571429, ('air_63a750d8b4b6a976',): RollingMean: 30.142857, ('air_63a88d81295195ed',): RollingMean: 29.571429, ('air_63b13c56b7201bd9',): RollingMean: 26.285714, ('air_63e28ee0b0c955a7',): RollingMean: 25.857143, ('air_640cf4835f0d9ba3',): RollingMean: 30., ('air_6411203a47b5ec77',): RollingMean: 10., ('air_645cb18b33f938cf',): RollingMean: 13.571429, ('air_646b93e336f0dded',): RollingMean: 8.142857, ('air_64a5d5c1381837af',): RollingMean: 38.428571, ('air_64d4491ad8cdb1c6',): RollingMean: 14.714286, ('air_650f9b9de0c5542c',): RollingMean: 23.857143, ('air_657a0748462f85de',): RollingMean: 8.285714, ('air_65e294f1ae6df9c3',): RollingMean: 18.857143, ('air_6607fe3671242ce3',): RollingMean: 44.142857, ('air_670a0c1c4108bcea',): RollingMean: 27.857143, ('air_671b4bea84dafb67',): RollingMean: 26., ('air_673acd9fa5e0dd78',): RollingMean: 7.142857, ('air_67483104fa38ef6c',): RollingMean: 30.428571, ('air_675aa35cba456fd1',): RollingMean: 43.285714, ('air_67f87c159d9e2ee2',): RollingMean: 39.857143, ('air_68147db09287bf74',): RollingMean: 21.285714, ('air_681b0c56328dd2af',): RollingMean: 35.428571, ('air_681f96e6a6595f82',): RollingMean: 35.857143, ('air_68301bcb11e2f389',): RollingMean: 27.142857, ('air_683371d9baabf410',): RollingMean: 31.714286, ('air_6836438b543ba698',): RollingMean: 11.571429, ('air_6873982b9e19c7ad',): RollingMean: 6.285714, ('air_68c1de82037d87e6',): RollingMean: 25., ('air_68cc910e7b307b09',): RollingMean: 9.428571, ('air_68d075113f368946',): RollingMean: 23.857143, ('air_6902e4ec305b3d08',): RollingMean: 38.428571, ('air_694571ea13fb9e0e',): RollingMean: 29.285714, ('air_6a15e4eae523189d',): RollingMean: 17.857143, ('air_6b15edd1b4fbb96a',): RollingMean: 31., ('air_6b2268863b14a2af',): RollingMean: 20.285714, ('air_6b65745d432fd77f',): RollingMean: 23.428571, ('air_6b7678aae65d2d59',): RollingMean: 9., ('air_6b942d5ebbc759c2',): RollingMean: 12.857143, ('air_6b9fa44a9cf504a1',): RollingMean: 4.857143, ('air_6c1128955c58b690',): RollingMean: 14.285714, ('air_6c91a28278a16f64',): RollingMean: 9.142857, ('air_6c952e3c6e590945',): RollingMean: 15.571429, ('air_6ca1d941c8199a67',): RollingMean: 28.571429, ('air_6cbe54f0aa30b615',): RollingMean: 13.714286, ('air_6ced51c24fb54262',): RollingMean: 9.142857, ('air_6d64dba2edd4fc0c',): RollingMean: 5.142857, ('air_6d65542aa43b598b',): RollingMean: 30., ('air_6d65dd11d96e00fb',): RollingMean: 5.285714, ('air_6e06824d0934dd81',): RollingMean: 23.285714, ('air_6e3fd96320d24324',): RollingMean: 7.857143, ('air_6e64fb5821402cd2',): RollingMean: 8.142857, ('air_6ff5fca957798daa',): RollingMean: 7.285714, ('air_707d4b6328f2c2df',): RollingMean: 28.857143, ('air_709262d948dd0b6e',): RollingMean: 14.714286, ('air_70e9e8cd55879414',): RollingMean: 10.857143, ('air_70f834596eb99fee',): RollingMean: 21., ('air_710d6537cb7623df',): RollingMean: 31.714286, ('air_712dd258f7f91b4b',): RollingMean: 20.571429, ('air_71903025d39a4571',): RollingMean: 15.142857, ('air_722297e7f26db91d',): RollingMean: 12.285714, ('air_728ff578acc6ac6e',): RollingMean: 11.857143, ('air_72f5146cf0c49beb',): RollingMean: 13., ('air_735bcbe1763d6e98',): RollingMean: 10.285714, ('air_73f316e6a18d8aa9',): RollingMean: 23.714286, ('air_7420042ff75f9aca',): RollingMean: 33.285714, ('air_746211c0b532e8aa',): RollingMean: 64.142857, ('air_747f375eb3900e1e',): RollingMean: 4.428571, ('air_74cf22153214064c',): RollingMean: 13.714286, ('air_7514d90009613cd6',): RollingMean: 75.714286, ('air_754ae581ad80cc9f',): RollingMean: 10.857143, ('air_75864c80d2fb334a',): RollingMean: 11.571429, ('air_75bd5d1b6dc6670d',): RollingMean: 11.857143, ('air_764f71040a413d4d',): RollingMean: 54.428571, ('air_77488fa378cf98c3',): RollingMean: 6.857143, ('air_77dfc83450cbc89c',): RollingMean: 42.714286, ('air_7831b00996701c0f',): RollingMean: 23.428571, ('air_789103bf53b8096b',): RollingMean: 54., ('air_789466e488705c93',): RollingMean: 22.714286, ('air_78df4dc6a7e83e41',): RollingMean: 16.857143, ('air_79afb3f52b4d062c',): RollingMean: 9., ('air_79f528087f49df06',): RollingMean: 31., ('air_7a81bd7fadcbf3d8',): RollingMean: 4., ('air_7a946aada80376a4',): RollingMean: 16.142857, ('air_7bacc4d36fb094c9',): RollingMean: 6.571429, ('air_7bc6ca04d7b0f3b8',): RollingMean: 8.428571, ('air_7bda6048a4a78837',): RollingMean: 24.857143, ('air_7c7774c66fb237f7',): RollingMean: 7.571429, ('air_7cc17a324ae5c7dc',): RollingMean: 14.714286, ('air_7cf5a02c0e01b647',): RollingMean: 33.857143, ('air_7d65049f9d275c0d',): RollingMean: 11.571429, ('air_7dacea2f22afccfb',): RollingMean: 38.142857, ('air_7db266904cb0d72a',): RollingMean: 13.571429, ('air_7e12c5d27f44a8de',): RollingMean: 25.571429, ('air_7ef9a5ea5c8fe39f',): RollingMean: 10.857143, ('air_7f3dc18494bce98b',): RollingMean: 15.428571, ('air_7f9e15afafcf4c75',): RollingMean: 41.857143, ('air_7fbf7649eb13ad9b',): RollingMean: 19.571429, ('air_800c02226e2e0288',): RollingMean: 15.285714, ('air_8093d0b565e9dbdf',): RollingMean: 39.142857, ('air_8110d68cc869b85e',): RollingMean: 51.857143, ('air_81546875de9c8e78',): RollingMean: 5., ('air_81a12d67c22e012f',): RollingMean: 19.714286, ('air_81bd68142db76f58',): RollingMean: 17.714286, ('air_81c2600146d07d16',): RollingMean: 6.142857, ('air_81c5dff692063446',): RollingMean: 14.857143, ('air_820d1919cbecaa0a',): RollingMean: 32.714286, ('air_82a6ae14151953ba',): RollingMean: 41.714286, ('air_831658500aa7c846',): RollingMean: 31.571429, ('air_832f9dbe9ee4ebd3',): RollingMean: 12.428571, ('air_83db5aff8f50478e',): RollingMean: 6., ('air_84060403939d8216',): RollingMean: 15.571429, ('air_848616680ef061bd',): RollingMean: 29.571429, ('air_84f6876ff7e83ae7',): RollingMean: 18.428571, ('air_8523d6a70de49e6c',): RollingMean: 31.571429, ('air_859feab8e3c9f98d',): RollingMean: 25.285714, ('air_85bd13a49370c392',): RollingMean: 12.571429, ('air_86cfbf2624576fad',): RollingMean: 7.571429, ('air_86f7b2109e4abd65',): RollingMean: 47.571429, ('air_87059630ab6fe47f',): RollingMean: 4.285714, ('air_87078cf7903a648c',): RollingMean: 6.285714, ('air_87467487d21891dd',): RollingMean: 10.142857, ('air_8764b3473ddcceaf',): RollingMean: 4.857143, ('air_876d7a23c47811cb',): RollingMean: 16.571429, ('air_877f79706adbfb06',): RollingMean: 10.285714, ('air_87ca98aa7664de94',): RollingMean: 13.714286, ('air_87f9e1024b951f01',): RollingMean: 12.142857, ('air_883ca28ef0ed3d55',): RollingMean: 13.857143, ('air_88c8e34baa79217b',): RollingMean: 35.571429, ('air_88ca84051ba95339',): RollingMean: 16.428571, ('air_88f31db64991768a',): RollingMean: 8.428571, ('air_890d7e28e8eaaa11',): RollingMean: 9.714286, ('air_89e7328af22efe74',): RollingMean: 41., ('air_8a1d21fad48374e8',): RollingMean: 13.857143, ('air_8a59bb0c497b771e',): RollingMean: 23.857143, ('air_8a906e5801eac81c',): RollingMean: 21.857143, ('air_8b4a46dc521bfcfe',): RollingMean: 31.714286, ('air_8c119d1f16049f20',): RollingMean: 29.857143, ('air_8c3175aa5e4fc569',): RollingMean: 131.714286, ('air_8cc350fd70ee0757',): RollingMean: 37.285714, ('air_8ce035ee1d8a56a6',): RollingMean: 19.571429, ('air_8d50c64692322dff',): RollingMean: 12.571429, ('air_8d61f49aa0373492',): RollingMean: 49.714286, ('air_8e429650fcf7a0ae',): RollingMean: 19.428571, ('air_8e4360a64dbd4c50',): RollingMean: 20., ('air_8e492076a1179383',): RollingMean: 43.571429, ('air_8e8f42f047537154',): RollingMean: 28.285714, ('air_8ec47c0f1e2c879e',): RollingMean: 32., ('air_8f13ef0f5e8c64dd',): RollingMean: 5., ('air_8f273fb9ad2fed6f',): RollingMean: 12.857143, ('air_8f3b563416efc6ad',): RollingMean: 15., ('air_900d755ebd2f7bbd',): RollingMean: 97.285714, ('air_901925b628677c2e',): RollingMean: 8.571429, ('air_90213bcae4afa274',): RollingMean: 29.571429, ('air_90bd5de52c166767',): RollingMean: 21.714286, ('air_90ed0a2f24755533',): RollingMean: 50., ('air_90f0efbb702d77b7',): RollingMean: 30.857143, ('air_9105a29b0eb250d2',): RollingMean: 16.857143, ('air_91236b89d29567af',): RollingMean: 27.428571, ('air_9152d9926e5c4a3a',): RollingMean: 31.142857, ('air_915558a55c2bc56c',): RollingMean: 17.142857, ('air_91beafbba9382b0a',): RollingMean: 36.428571, ('air_91d72e16c4bcba55',): RollingMean: 15.714286, ('air_9241121af22ff1d6',): RollingMean: 27.285714, ('air_929d8513e3cdb423',): RollingMean: 8.285714, ('air_931a8a4321b6e7d1',): RollingMean: 4., ('air_9352c401d5adb01b',): RollingMean: 25.571429, ('air_9387ff95e886ebc7',): RollingMean: 11.857143, ('air_938ef91ecdde6878',): RollingMean: 27., ('air_939964477035ef0b',): RollingMean: 16.857143, ('air_93b9bb641f8fc982',): RollingMean: 24.857143, ('air_93dd7070c9bf5453',): RollingMean: 29.142857, ('air_93ebe490d4abb8e9',): RollingMean: 21.285714, ('air_9438d67241c81314',): RollingMean: 31.714286, ('air_947eb2cae4f3e8f2',): RollingMean: 36.714286, ('air_9483d65e9cc9a6b7',): RollingMean: 15.428571, ('air_950381108f839348',): RollingMean: 32.142857, ('air_95d28905941fd4cb',): RollingMean: 36.428571, ('air_95e917913cd988f3',): RollingMean: 25.714286, ('air_96005f79124e12bf',): RollingMean: 42.714286, ('air_965b2e0cf4119003',): RollingMean: 40., ('air_96743eee94114261',): RollingMean: 15.571429, ('air_96773a6236d279b1',): RollingMean: 25.428571, ('air_968d72c12eed09f0',): RollingMean: 17.285714, ('air_96929a799b12a43e',): RollingMean: 27.428571, ('air_96ec3cfe78cb0652',): RollingMean: 21.285714, ('air_97159fc4e90053fe',): RollingMean: 24.142857, ('air_97958e7fce98b6a3',): RollingMean: 17.857143, ('air_97b2a9f975fc702c',): RollingMean: 40.428571, ('air_97cf68dc1a9beac0',): RollingMean: 14.571429, ('air_97e0f2feec4d577a',): RollingMean: 18.714286, ('air_9828505fefc77d75',): RollingMean: 12.714286, ('air_98b54e32ccddd896',): RollingMean: 17.428571, ('air_990a642a3deb2903',): RollingMean: 33.428571, ('air_99157b6163835eec',): RollingMean: 34.428571, ('air_99a5183695b849f9',): RollingMean: 25.857143, ('air_99b01136f451fc0e',): RollingMean: 43.857143, ('air_99c3eae84130c1cb',): RollingMean: 41.857143, ('air_9a30407764f4ff84',): RollingMean: 20., ('air_9a6f6e7f623003d2',): RollingMean: 2.857143, ('air_9aa32b3db0fab3a5',): RollingMean: 15.857143, ('air_9aa92007e3628dbc',): RollingMean: 36.571429, ('air_9ae7081cb77dc51e',): RollingMean: 32.857143, ('air_9b13c7feb0a0c431',): RollingMean: 12.714286, ('air_9b6af3db40da4ae2',): RollingMean: 29., ('air_9bbc673495e23532',): RollingMean: 4.571429, ('air_9bf0ccac497c4af3',): RollingMean: 47.285714, ('air_9bf595ef095572fb',): RollingMean: 28.142857, ('air_9c6787aa03a45586',): RollingMean: 86., ('air_9ca2767761efff4d',): RollingMean: 9.142857, ('air_9cd5e310f488bced',): RollingMean: 11.571429, ('air_9cf2f1ba86229773',): RollingMean: 34.285714, ('air_9d3482b4680aee88',): RollingMean: 9.571429, ('air_9d452a881f7f2bb7',): RollingMean: 9.285714, ('air_9d474ec2448c700d',): RollingMean: 11.857143, ('air_9d5a980b211e1795',): RollingMean: 11.285714, ('air_9d93d95720f2e831',): RollingMean: 8.857143, ('air_9dc9483f717d73ee',): RollingMean: 4.714286, ('air_9dd7d38b0f1760c4',): RollingMean: 3., ('air_9e920b758503ef54',): RollingMean: 7.285714, ('air_9efaa7ded03c5a71',): RollingMean: 13.857143, ('air_9f277fb7a2c1d842',): RollingMean: 9.857143, ('air_9fc607777ad76b26',): RollingMean: 16.285714, ('air_a083834e7ffe187e',): RollingMean: 20.857143, ('air_a11473cc1eb9a27f',): RollingMean: 31.714286, ('air_a17f0778617c76e2',): RollingMean: 30.285714, ('air_a1fe8c588c8d2f30',): RollingMean: 17.285714, ('air_a218912784bf767d',): RollingMean: 13., ('air_a21ffca0bea1661a',): RollingMean: 1.142857, ('air_a239a44805932bab',): RollingMean: 35.142857, ('air_a24bf50c3e90d583',): RollingMean: 18.285714, ('air_a2567267116a3b75',): RollingMean: 16.285714, ('air_a257c9749d8d0ff6',): RollingMean: 18.142857, ('air_a271c9ba19e81d17',): RollingMean: 29.142857, ('air_a2b29aa7feb4e36f',): RollingMean: 21.571429, ('air_a304330715435390',): RollingMean: 8.142857, ('air_a33461f4392ec62c',): RollingMean: 30.142857, ('air_a373500730e2a9e0',): RollingMean: 10.142857, ('air_a38f25e3399d1b25',): RollingMean: 41.142857, ('air_a41b032371a63427',): RollingMean: 9.428571, ('air_a49f1cf0634f13e5',): RollingMean: 16.857143, ('air_a510dcfe979f09eb',): RollingMean: 12.714286, ('air_a546cbf478a8b6e4',): RollingMean: 28.714286, ('air_a55d17bd3f3033cb',): RollingMean: 12.142857, ('air_a563896da3777078',): RollingMean: 23.142857, ('air_a678e5b144ca24ce',): RollingMean: 18.571429, ('air_a7404a854919e990',): RollingMean: 8.571429, ('air_a8533b7a992bb0ca',): RollingMean: 19.285714, ('air_a85f0c0c889f6b7e',): RollingMean: 50.571429, ('air_a85f8c0bfd61889f',): RollingMean: 17.142857, ('air_a88ac559064dec08',): RollingMean: 28., ('air_a9133955abccf071',): RollingMean: 27., ('air_a9178f19da58fe99',): RollingMean: 7.714286, ('air_a9a380530c1e121f',): RollingMean: 45.285714, ('air_aa0049fe3cc6f4d6',): RollingMean: 11.142857, ('air_ab3ae0e410b20069',): RollingMean: 16.714286, ('air_ab9746a0f83084b7',): RollingMean: 1.142857, ('air_abcdc8115988a010',): RollingMean: 9.857143, ('air_abf06fcca748dca5',): RollingMean: 9., ('air_ac7a7427c9ae12a5',): RollingMean: 63.857143, ('air_ad13e71e21235131',): RollingMean: 10.285714, ('air_ad60f6b76c9df7ed',): RollingMean: 30.571429, ('air_ad7777590c884721',): RollingMean: 9.428571, ('air_add9a575623726c8',): RollingMean: 47.571429, ('air_ade6e836ffd1da64',): RollingMean: 11.571429, ('air_aed3a8b49abe4a48',): RollingMean: 5., ('air_af03c277a167b2bd',): RollingMean: 36.285714, ('air_af24e3e817dea1e5',): RollingMean: 15.285714, ('air_af63df35857b16e6',): RollingMean: 25.714286, ('air_b0a6a4c5e95c74cf',): RollingMean: 19.571429, ('air_b162fb07fbbdea33',): RollingMean: 15.285714, ('air_b192fb5310436005',): RollingMean: 8., ('air_b1a72bf1ebf4b8ef',): RollingMean: 46.285714, ('air_b1bb1fae86617d7a',): RollingMean: 36.428571, ('air_b1d822f75c9fc615',): RollingMean: 10.714286, ('air_b2395df0e874078d',): RollingMean: 6.571429, ('air_b23d0f519291247d',): RollingMean: 34., ('air_b259b4e4a51a690d',): RollingMean: 18.142857, ('air_b28bed4b2e7167b7',): RollingMean: 19.142857, ('air_b2a639cc7e02edf1',): RollingMean: 20.142857, ('air_b2d8bc9c88b85f96',): RollingMean: 8.142857, ('air_b2d97bd2337c5ba7',): RollingMean: 36.142857, ('air_b2dcec37b83e2494',): RollingMean: 7.857143, ('air_b30fffd7ab1e75a5',): RollingMean: 9.428571, ('air_b3180b74332ba886',): RollingMean: 14.285714, ('air_b3a824511477a4ed',): RollingMean: 6.285714, ('air_b439391e72899756',): RollingMean: 20.142857, ('air_b45b8e456f53942a',): RollingMean: 9.285714, ('air_b4f32bcc399da2b9',): RollingMean: 20.428571, ('air_b5598d12d1b84890',): RollingMean: 5.428571, ('air_b5bdd318005d9aa4',): RollingMean: 39.428571, ('air_b60cc7d6aee68194',): RollingMean: 13.285714, ('air_b711b43ae472cb6b',): RollingMean: 22.571429, ('air_b7fa3d2fca744dd2',): RollingMean: 41.428571, ('air_b80fed1a07c817d2',): RollingMean: 4.142857, ('air_b88192b35ac03c24',): RollingMean: 21., ('air_b8925441167c3152',): RollingMean: 1.714286, ('air_b8a5ee69e5fdcc5b',): RollingMean: 31.571429, ('air_b8d9e1624baaadc2',): RollingMean: 6.857143, ('air_b9e27558fb8bd5c4',): RollingMean: 13.714286, ('air_ba495cccc8f0f237',): RollingMean: 18.714286, ('air_ba937bf13d40fb24',): RollingMean: 15.714286, ('air_bac5f4441db21db9',): RollingMean: 45.857143, ('air_baf28ac9f13a307d',): RollingMean: 14.571429, ('air_bb09595bab7d5cfb',): RollingMean: 33.857143, ('air_bb26d6d079594414',): RollingMean: 11.428571, ('air_bb4ff06cd661ee9b',): RollingMean: 33.285714, ('air_bbe1c1a47e09f161',): RollingMean: 1.428571, ('air_bc991c51d6613745',): RollingMean: 19.714286, ('air_bc9a129e11a2efe0',): RollingMean: 30.857143, ('air_bcce1ea4350b7b72',): RollingMean: 26., ('air_bd74a9222edfdfe1',): RollingMean: 13.428571, ('air_bdd32aa407c16335',): RollingMean: 16.714286, ('air_bebd55ed63ab2422',): RollingMean: 10.857143, ('air_bed603c423b7d9d4',): RollingMean: 5.857143, ('air_bedd35489e666605',): RollingMean: 35.857143, ('air_bf13014b6e3e60ca',): RollingMean: 31.857143, ('air_bf21b8350771879b',): RollingMean: 22.142857, ('air_bf617aa68d5f1cfa',): RollingMean: 7.571429, ('air_bf7591560077332d',): RollingMean: 9.142857, ('air_bfafaed35e213fd7',): RollingMean: 14.714286, ('air_bfda7731a6c6fc61',): RollingMean: 20.285714, ('air_c027e2b560442808',): RollingMean: 17.285714, ('air_c0385db498b391e5',): RollingMean: 34.285714, ('air_c1d5d165c055b866',): RollingMean: 30.142857, ('air_c1ff20617c54fee7',): RollingMean: 8.142857, ('air_c225148c0fcc5c72',): RollingMean: 39.428571, ('air_c2626f5f86d57342',): RollingMean: 16.142857, ('air_c26f027b5bc1f081',): RollingMean: 5.857143, ('air_c28983412a7eefcf',): RollingMean: 40.571429, ('air_c2c8435bdb3516d4',): RollingMean: 35., ('air_c31472d14e29cee8',): RollingMean: 16.714286, ('air_c3585b0fba3998d0',): RollingMean: 9.285714, ('air_c3bc011cca3bec65',): RollingMean: 4.285714, ('air_c3dcaf3aeb18e20e',): RollingMean: 15.714286, ('air_c47aa7493b15f297',): RollingMean: 23., ('air_c4fa5c562d5409ca',): RollingMean: 15.857143, ('air_c52c63c781fe48f6',): RollingMean: 29.428571, ('air_c5459218282bedd5',): RollingMean: 21.714286, ('air_c66dbd2c37832d00',): RollingMean: 16.714286, ('air_c6a164dd4060e960',): RollingMean: 15.857143, ('air_c6aa2efba0ffc8eb',): RollingMean: 26.428571, ('air_c6ffd6a93e6b68d6',): RollingMean: 15.714286, ('air_c73d319ffabf287a',): RollingMean: 18.428571, ('air_c759b6abeb552160',): RollingMean: 7.142857, ('air_c77ee2b7d36da265',): RollingMean: 42., ('air_c7d30ab0e07f31d5',): RollingMean: 20.285714, ('air_c7f78b4f3cba33ff',): RollingMean: 25.142857, ('air_c8265ecc116f2284',): RollingMean: 9.142857, ('air_c88467d88b2c8ecd',): RollingMean: 19.428571, ('air_c8a657c8c5c93d69',): RollingMean: 9.142857, ('air_c8c0ef02ed72053f',): RollingMean: 27.428571, ('air_c8fe396d6c46275d',): RollingMean: 18., ('air_c92745dfdd2ec68a',): RollingMean: 21.857143, ('air_c9ed65554b6edffb',): RollingMean: 12.714286, ('air_c9f6de13be8b8f25',): RollingMean: 3.571429, ('air_ca1315af9e073bd1',): RollingMean: 43.714286, ('air_ca6ae8d49a2f1eaf',): RollingMean: 24.142857, ('air_ca957d3a1529fbd3',): RollingMean: 31.285714, ('air_cadf9cfb510a1d78',): RollingMean: 29.714286, ('air_caf996ac27206301',): RollingMean: 4.714286, ('air_cb083b4789a8d3a2',): RollingMean: 18.714286, ('air_cb25551c4cd8d9f3',): RollingMean: 5.714286, ('air_cb7467aed805e7fe',): RollingMean: 40.428571, ('air_cb935ff8610ba3d3',): RollingMean: 4.142857, ('air_cbe139af83feb388',): RollingMean: 10.428571, ('air_cbe867adcf44e14f',): RollingMean: 15.714286, ('air_cc1a0e985ce63711',): RollingMean: 27.285714, ('air_cc35590cd1da8554',): RollingMean: 24.571429, ('air_ccd19a5bc5573ae5',): RollingMean: 34.857143, ('air_cd4b301d5d3918d8',): RollingMean: 5.857143, ('air_cd5f54969be9ed08',): RollingMean: 6.285714, ('air_ced6297e5bdf5130',): RollingMean: 23.428571, ('air_cf2229e64408d9fe',): RollingMean: 20.428571, ('air_cf22e368c1a71d53',): RollingMean: 34.857143, ('air_cf5ab75a0afb8af9',): RollingMean: 48., ('air_cfcc94797d2b5d3d',): RollingMean: 18.285714, ('air_cfdeb326418194ff',): RollingMean: 17.285714, ('air_d00161e19f08290b',): RollingMean: 28.714286, ('air_d00a15343325e5f7',): RollingMean: 21.142857, ('air_d07e57b21109304a',): RollingMean: 11.428571, ('air_d0a1e69685259c92',): RollingMean: 32., ('air_d0a7bd3339c3d12a',): RollingMean: 46.714286, ('air_d0e8a085d8dc83aa',): RollingMean: 6.571429, ('air_d138b593ebda55cc',): RollingMean: 6., ('air_d1418d6fd6d634f2',): RollingMean: 17.714286, ('air_d186b2cb0b9ce022',): RollingMean: 14.428571, ('air_d1f20424f76cc78e',): RollingMean: 19.857143, ('air_d34c0861a2be94cb',): RollingMean: 41.285714, ('air_d3e7b5952cd09ccb',): RollingMean: 17.857143, ('air_d44d210d2994f01b',): RollingMean: 7., ('air_d473620754bf9fc2',): RollingMean: 11., ('air_d477b6339b8ce69f',): RollingMean: 11., ('air_d4981cdde163b172',): RollingMean: 27.142857, ('air_d4b5a4b04c5f2d04',): RollingMean: 15.142857, ('air_d4d218b451f82c3d',): RollingMean: 9.428571, ('air_d500b48a8735fbd3',): RollingMean: 20.142857, ('air_d54d6fcb116fbed3',): RollingMean: 4.714286, ('air_d5e0a20370c325c7',): RollingMean: 33.285714, ('air_d63cfa6d6ab78446',): RollingMean: 20.857143, ('air_d69b08a175bc0387',): RollingMean: 13.571429, ('air_d6b3e67261f07646',): RollingMean: 11.714286, ('air_d8abb9e490abf94f',): RollingMean: 12.714286, ('air_d97dabf7aae60da5',): RollingMean: 34.714286, ('air_d98380a4aeb0290b',): RollingMean: 44.285714, ('air_daa7947e1c47f5ed',): RollingMean: 31.142857, ('air_dabfbd0ec951925a',): RollingMean: 8.142857, ('air_dad0b6a36138f309',): RollingMean: 5.142857, ('air_db1233ad855b34d5',): RollingMean: 25.857143, ('air_db4b38ebe7a7ceff',): RollingMean: 19.714286, ('air_db80363d35f10926',): RollingMean: 36.142857, ('air_dbf64f1ce38c7442',): RollingMean: 14., ('air_dc0e080ba0a5e5af',): RollingMean: 9.428571, ('air_dc71c6cc06cd1aa2',): RollingMean: 6.857143, ('air_de692863bb2dd758',): RollingMean: 22., ('air_de803f7e324936b8',): RollingMean: 24.571429, ('air_de88770300008624',): RollingMean: 21.857143, ('air_dea0655f96947922',): RollingMean: 37., ('air_df507aec929ce5f6',): RollingMean: 24.857143, ('air_df554c4527a1cfe6',): RollingMean: 57.285714, ('air_df5cf5cd03eb68d0',): RollingMean: 7.285714, ('air_df843e6b22e8d540',): RollingMean: 12.285714, ('air_df9355c47c5df9d3',): RollingMean: 32.428571, ('air_dfad598ff642dab7',): RollingMean: 28.285714, ('air_dfe068a1bf85f395',): RollingMean: 41.142857, ('air_e00fe7853c0100d6',): RollingMean: 18.142857, ('air_e0118664da63a2d0',): RollingMean: 15.428571, ('air_e01d99390355408d',): RollingMean: 10.571429, ('air_e053c561f32acc28',): RollingMean: 16.428571, ('air_e08b9cf82057a170',): RollingMean: 34., ('air_e0aee25b56a069f2',): RollingMean: 14.857143, ('air_e0e69668214ff972',): RollingMean: 11.142857, ('air_e0f241bd406810c0',): RollingMean: 34.714286, ('air_e1b76fcb5208fb6b',): RollingMean: 18.714286, ('air_e2208a79e2678432',): RollingMean: 47.428571, ('air_e270aff84ac7e4c8',): RollingMean: 22.714286, ('air_e3020992d5fe5dfd',): RollingMean: 14.285714, ('air_e34c631c766f2766',): RollingMean: 24.857143, ('air_e42bdc3377d1eee7',): RollingMean: 23.428571, ('air_e483f5b3c4f310e0',): RollingMean: 6., ('air_e524c6a9e06cc3a1',): RollingMean: 9., ('air_e55abd740f93ecc4',): RollingMean: 45.285714, ('air_e57dd6884595f60d',): RollingMean: 37.714286, ('air_e58f669b6f1a08ce',): RollingMean: 12.142857, ('air_e5cf003abcc5febb',): RollingMean: 18.285714, ('air_e64de0a6bf0739af',): RollingMean: 38.285714, ('air_e657ca554b0c008c',): RollingMean: 28.285714, ('air_e700e390226d9985',): RollingMean: 18.714286, ('air_e76a668009c5dabc',): RollingMean: 9.285714, ('air_e7d2ac6d53d1b744',): RollingMean: 11.714286, ('air_e7fbee4e3cfe65c5',): RollingMean: 39., ('air_e88bbe2ede3467aa',): RollingMean: 21.285714, ('air_e89735e80d614a7e',): RollingMean: 31.428571, ('air_e8ed9335d0c38333',): RollingMean: 30.142857, ('air_e9ebf7fc520ac76a',): RollingMean: 29.142857, ('air_ea6d0c3acf00b22a',): RollingMean: 25.571429, ('air_ea7c16131980c837',): RollingMean: 7., ('air_eb120e6d384a17a8',): RollingMean: 48.428571, ('air_eb20a89bba7dd3d0',): RollingMean: 3.142857, ('air_eb2d2653586315dd',): RollingMean: 35.285714, ('air_eb5788dba285e725',): RollingMean: 31.142857, ('air_ebd31e812960f517',): RollingMean: 30.571429, ('air_ebe02c3090271fa9',): RollingMean: 11.285714, ('air_ec0fad2def4dcff0',): RollingMean: 16., ('air_eca4a5a191e8d993',): RollingMean: 32.571429, ('air_eca5e0064dc9314a',): RollingMean: 33.714286, ('air_ecab54b57a71b10d',): RollingMean: 13., ('air_eceb97ad6a7d4c07',): RollingMean: 30.714286, ('air_ecf7f141339f1d57',): RollingMean: 20.142857, ('air_eda179770dfa9f91',): RollingMean: 10.428571, ('air_edd5e3d696a5811b',): RollingMean: 38.142857, ('air_ee3a01f0c71a769f',): RollingMean: 28.142857, ('air_ee3ba9af184c6c82',): RollingMean: 21.285714, ('air_eec5e572b9eb9c23',): RollingMean: 15.571429, ('air_eeeadee005c006a2',): RollingMean: 13.714286, ('air_ef47430bcd6f6a89',): RollingMean: 13.857143, ('air_ef789667e2e6fe96',): RollingMean: 36.428571, ('air_ef920fa6f4b085f6',): RollingMean: 32.142857, ('air_efc80d3f96b3aff7',): RollingMean: 8.428571, ('air_efd70b04de878f25',): RollingMean: 30., ('air_efef1e3daecce07e',): RollingMean: 43.428571, ('air_f068442ebb6c246c',): RollingMean: 11.571429, ('air_f0c7272956e62f12',): RollingMean: 5.428571, ('air_f0fb0975bdc2cdf9',): RollingMean: 10.142857, ('air_f1094dbf2aef85d9',): RollingMean: 7.142857, ('air_f180301886c21375',): RollingMean: 18.142857, ('air_f183a514cb8ff4fa',): RollingMean: 38., ('air_f1f9027d4fa8f653',): RollingMean: 22., ('air_f267dd70a6a6b5d3',): RollingMean: 31.857143, ('air_f26f36ec4dc5adb0',): RollingMean: 39.857143, ('air_f2985de32bb792e0',): RollingMean: 24.714286, ('air_f2c5a1f24279c531',): RollingMean: 18.571429, ('air_f3602e4fa2f12993',): RollingMean: 11., ('air_f3f9824b7d70c3cf',): RollingMean: 15.714286, ('air_f4936b91c9addbf0',): RollingMean: 16.142857, ('air_f593fa60ac3541e2',): RollingMean: 8., ('air_f690c42545146e0a',): RollingMean: 11.714286, ('air_f6b2489ccf873c3b',): RollingMean: 16.285714, ('air_f6bfd27e2e174d16',): RollingMean: 14.142857, ('air_f6cdaf7b7fdc6d78',): RollingMean: 12.285714, ('air_f8233ad00755c35c',): RollingMean: 28.714286, ('air_f85e21e543cf44f2',): RollingMean: 5.714286, ('air_f88898cd09f40496',): RollingMean: 7.714286, ('air_f911308e19d64236',): RollingMean: 47., ('air_f9168b23fdfc1e52',): RollingMean: 14.142857, ('air_f927b2da69a82341',): RollingMean: 9.428571, ('air_f957c6d6467d4d90',): RollingMean: 9.285714, ('air_f96765e800907c77',): RollingMean: 38.428571, ('air_fa12b40b02fecfd8',): RollingMean: 14.571429, ('air_fa4ffc9057812fa2',): RollingMean: 6., ('air_fab092c35776a9b1',): RollingMean: 10.571429, ('air_fb44f566d4f64a4e',): RollingMean: 14.857143, ('air_fbadf737162a5ce3',): RollingMean: 15., ('air_fc477473134e9ae5',): RollingMean: 15.714286, ('air_fcd4492c83f1c6b9',): RollingMean: 24.142857, ('air_fcfbdcf7b1f82c6e',): RollingMean: 39.857143, ('air_fd154088b1de6fa7',): RollingMean: 4.428571, ('air_fd6aac1043520e83',): RollingMean: 39.428571, ('air_fdc02ec4a3d21ea4',): RollingMean: 8.142857, ('air_fdcfef8bd859f650',): RollingMean: 3.714286, ('air_fe22ef5a9cbef123',): RollingMean: 24.428571, ('air_fe58c074ec1445ea',): RollingMean: 35., ('air_fea5dc9594450608',): RollingMean: 17.428571, ('air_fee8dcf4d619598e',): RollingMean: 29.571429, ('air_fef9ccb3ba0da2f7',): RollingMean: 8.714286, ('air_ffcc2d5087e1b476',): RollingMean: 24.714286, ('air_fff68b929994bfbd',): RollingMean: 4.142857}), 'by': ['store_id'], 'how': RollingMean: 0., 'target_name': 'y'}

y_rollingmean_14_by_store_id

{'_feature_name': 'y_rollingmean_14_by_store_id', '_groups': defaultdict(functools.partial(<function deepcopy at 0x7f986bcdb940>, RollingMean: 0.), {('air_00a91d42b08b08d9',): RollingMean: 28.428571, ('air_0164b9927d20bcc3',): RollingMean: 6.571429, ('air_0241aa3964b7f861',): RollingMean: 9.928571, ('air_0328696196e46f18',): RollingMean: 8.142857, ('air_034a3d5b40d5b1b1',): RollingMean: 24.285714, ('air_036d4f1ee7285390',): RollingMean: 22.714286, ('air_0382c794b73b51ad',): RollingMean: 26.571429, ('air_03963426c9312048',): RollingMean: 47.142857, ('air_04341b588bde96cd',): RollingMean: 32.5, ('air_049f6d5b402a31b2',): RollingMean: 13.571429, ('air_04cae7c1bc9b2a0b',): RollingMean: 20., ('air_0585011fa179bcce',): RollingMean: 4.785714, ('air_05c325d315cc17f5',): RollingMean: 28.142857, ('air_0647f17b4dc041c8',): RollingMean: 30.928571, ('air_064e203265ee5753',): RollingMean: 18.714286, ('air_066f0221b8a4d533',): RollingMean: 11.142857, ('air_06f95ac5c33aca10',): RollingMean: 29.714286, ('air_0728814bd98f7367',): RollingMean: 7.785714, ('air_0768ab3910f7967f',): RollingMean: 28.214286, ('air_07b314d83059c4d2',): RollingMean: 38.571429, ('air_07bb665f9cdfbdfb',): RollingMean: 25.785714, ('air_082908692355165e',): RollingMean: 46.071429, ('air_083ddc520ea47e1e',): RollingMean: 12.642857, ('air_0845d8395f30c6bb',): RollingMean: 22.714286, ('air_084d98859256acf0',): RollingMean: 16.142857, ('air_0867f7bebad6a649',): RollingMean: 21., ('air_08ba8cd01b3ba010',): RollingMean: 10.285714, ('air_08cb3c4ee6cd6a22',): RollingMean: 12.642857, ('air_08ef81d5b7a0d13f',): RollingMean: 14.5, ('air_08f994758a1e76d4',): RollingMean: 28., ('air_09040f6df960ddb8',): RollingMean: 15.571429, ('air_0919d54f0c9a24b8',): RollingMean: 35.857143, ('air_09661c0f3259cc04',): RollingMean: 28.857143, ('air_09a845d5b5944b01',): RollingMean: 6.928571, ('air_09fd1f5c58583141',): RollingMean: 8.642857, ('air_0a74a5408a0b8642',): RollingMean: 28.428571, ('air_0b184ec04c741a6a',): RollingMean: 12.857143, ('air_0b1e72d2d4422b20',): RollingMean: 20.928571, ('air_0b9038300f8b2b50',): RollingMean: 11.428571, ('air_0e1eae99b8723bc1',): RollingMean: 10.642857, ('air_0e7c11b9abc50163',): RollingMean: 35.071429, ('air_0ead98dd07e7a82a',): RollingMean: 13.571429, ('air_0f0cdeee6c9bf3d7',): RollingMean: 22.071429, ('air_0f2f96335f274801',): RollingMean: 9.928571, ('air_0f60e1576a7d397d',): RollingMean: 6.214286, ('air_1033310359ceeac1',): RollingMean: 18.642857, ('air_10393f12e9069760',): RollingMean: 13.571429, ('air_105a7954e32dba9b',): RollingMean: 51.5, ('air_10713fbf3071c361',): RollingMean: 12.285714, ('air_10bbe8acd943d8f6',): RollingMean: 30.857143, ('air_12c4fb7a423df20d',): RollingMean: 20.071429, ('air_138ee734ac79ff90',): RollingMean: 7.214286, ('air_138ff410757b845f',): RollingMean: 54.428571, ('air_1408dd53f31a8a65',): RollingMean: 27.857143, ('air_142e78ba7001da9c',): RollingMean: 13.642857, ('air_1509881b22965b34',): RollingMean: 19., ('air_152c1f08d7d20e07',): RollingMean: 11.857143, ('air_15ae33469e9ea2dd',): RollingMean: 10.285714, ('air_15e6e15c7ea2c162',): RollingMean: 18.642857, ('air_16179d43b6ee5fd8',): RollingMean: 7.714286, ('air_1653a6c513865af3',): RollingMean: 32.5, ('air_168441ada3e878e1',): RollingMean: 45.714286, ('air_16c4cfddeb2cf69b',): RollingMean: 12.071429, ('air_16cf0a73233896de',): RollingMean: 11.428571, ('air_1707a3f18bb0da07',): RollingMean: 26.214286, ('air_17a6ab40f97fd4d8',): RollingMean: 8.285714, ('air_17bed6dbf7c8b0fc',): RollingMean: 19.785714, ('air_1979eaff8189d086',): RollingMean: 9.071429, ('air_1ab60ce33bfed8a8',): RollingMean: 9.642857, ('air_1ae94f514a0bce13',): RollingMean: 7., ('air_1ba4e87ef7422183',): RollingMean: 38.714286, ('air_1c0b150f9e696a5f',): RollingMean: 100.785714, ('air_1c95a84924d72500',): RollingMean: 8.714286, ('air_1d1e8860ae04f8e9',): RollingMean: 15.071429, ('air_1d25ca6c76df48b4',): RollingMean: 42.214286, ('air_1d3f797dd1f7cf1c',): RollingMean: 33.571429, ('air_1dd8f6f47480d1a2',): RollingMean: 37.428571, ('air_1dea9815ccd36620',): RollingMean: 10.5, ('air_1e23210b584540e7',): RollingMean: 3.857143, ('air_1e665503b8474c55',): RollingMean: 5.785714, ('air_1eeff462acb24fb7',): RollingMean: 16.428571, ('air_1f1390a8be2272b3',): RollingMean: 18.214286, ('air_1f34e9beded2231a',): RollingMean: 8.214286, ('air_1f7f8fa557bc0d55',): RollingMean: 3.928571, ('air_2009041dbf9264de',): RollingMean: 51.285714, ('air_20619d21192aa571',): RollingMean: 16.785714, ('air_20add8092c9bb51d',): RollingMean: 31.642857, ('air_2195cd5025a98033',): RollingMean: 29.428571, ('air_21f5052d5330528d',): RollingMean: 30.857143, ('air_220cba70c890b119',): RollingMean: 7.928571, ('air_22682e965418936f',): RollingMean: 10., ('air_228f10bec0bda9c8',): RollingMean: 16.785714, ('air_229d7e508d9f1b5e',): RollingMean: 9.571429, ('air_232dcee6f7c51d37',): RollingMean: 5.571429, ('air_234d3dbf7f3d5a50',): RollingMean: 7.642857, ('air_23e1b11aee2a1407',): RollingMean: 46., ('air_23ee674e91469086',): RollingMean: 20.714286, ('air_24b9b2a020826ede',): RollingMean: 31.5, ('air_24e8414b9b07decb',): RollingMean: 6.071429, ('air_2545dd3a00f265e2',): RollingMean: 46.785714, ('air_256be208a979e023',): RollingMean: 7.428571, ('air_2570ccb93badde68',): RollingMean: 39.357143, ('air_258ad2619d7bff9a',): RollingMean: 36.714286, ('air_258dc112912fc458',): RollingMean: 61.428571, ('air_25c583983246b7b0',): RollingMean: 24.428571, ('air_25d8e5cc57dd87d9',): RollingMean: 24.928571, ('air_25e9888d30b386df',): RollingMean: 4.928571, ('air_2634e41551e9807d',): RollingMean: 14.857143, ('air_26c5bbeb7bb82bf1',): RollingMean: 27.071429, ('air_26f10355d9b4d82a',): RollingMean: 33.785714, ('air_2703dcb33192b181',): RollingMean: 52.428571, ('air_275732a5db46f4d3',): RollingMean: 15.928571, ('air_27e991812b0d9c92',): RollingMean: 41.428571, ('air_28064154614b2e6c',): RollingMean: 22.857143, ('air_287d2de7d3c93406',): RollingMean: 13., ('air_28a9fa1ec0839375',): RollingMean: 29.071429, ('air_28dbe91c4c9656be',): RollingMean: 33.571429, ('air_290e7a57b390f78e',): RollingMean: 13.857143, ('air_298513175efdf261',): RollingMean: 26.428571, ('air_2a184c1745274b2b',): RollingMean: 4.214286, ('air_2a24aec099333f39',): RollingMean: 7.285714, ('air_2a3743e37aab04b4',): RollingMean: 20.071429, ('air_2a485b92210c98b5',): RollingMean: 18.142857, ('air_2a7f14da7fe0f699',): RollingMean: 27.214286, ('air_2aab19554f91ff82',): RollingMean: 49.714286, ('air_2ac361b97630e2df',): RollingMean: 12.071429, ('air_2b8b29ddfd35018e',): RollingMean: 10.928571, ('air_2b9bc9f5f5168ea1',): RollingMean: 21.428571, ('air_2bffb19a24d11729',): RollingMean: 12.428571, ('air_2c505f9ad67d4635',): RollingMean: 16.5, ('air_2c6c79d597e48096',): RollingMean: 17.928571, ('air_2c6fef1ce0e13a5a',): RollingMean: 30.785714, ('air_2c989829acbd1c6b',): RollingMean: 28.357143, ('air_2cee51fa6fdf6c0d',): RollingMean: 16.571429, ('air_2d3afcb91762fe01',): RollingMean: 45.142857, ('air_2d78d9a1f4dd02ca',): RollingMean: 11.357143, ('air_2e7cb1f1a2a9cd6a',): RollingMean: 27.571429, ('air_2f8ced25216df926',): RollingMean: 14.142857, ('air_2fc149abe33adcb4',): RollingMean: 35.214286, ('air_2fc478dc9f0a6b31',): RollingMean: 11.428571, ('air_2fed81034f8834e5',): RollingMean: 20.714286, ('air_303bac187b53083a',): RollingMean: 10.428571, ('air_310e467e6e625004',): RollingMean: 15.214286, ('air_3155ee23d92202da',): RollingMean: 16.5, ('air_31c753b48a657b6c',): RollingMean: 24.285714, ('air_32460819c7600037',): RollingMean: 51.071429, ('air_324f7c39a8410e7c',): RollingMean: 10.928571, ('air_326ca454ef3558bc',): RollingMean: 22.214286, ('air_32b02ba5dc2027f4',): RollingMean: 27.5, ('air_32c61b620a766138',): RollingMean: 26.785714, ('air_32f5d7cd696e3c4a',): RollingMean: 23.142857, ('air_33b01025210d6007',): RollingMean: 11.785714, ('air_3440e0ea1b70a99b',): RollingMean: 28., ('air_346ade7d29230634',): RollingMean: 7.857143, ('air_347be2c4feeb408b',): RollingMean: 21.071429, ('air_349278fa964bb12f',): RollingMean: 19.214286, ('air_3525f11ef0bf0c35',): RollingMean: 41.142857, ('air_35512c42db0868da',): RollingMean: 6.071429, ('air_3561fd1c0bce6a95',): RollingMean: 10.714286, ('air_35c4732dcbfe31be',): RollingMean: 6.785714, ('air_36429b5ca4407b3e',): RollingMean: 20., ('air_36bcf77d3382d36e',): RollingMean: 32.5, ('air_37189c92b6c761ec',): RollingMean: 14.857143, ('air_375a5241615b5e22',): RollingMean: 7., ('air_382f5ace4e2247b8',): RollingMean: 7.785714, ('air_383f5b2f8d345a49',): RollingMean: 12.357143, ('air_38746ffe9aa20c7e',): RollingMean: 3.785714, ('air_396166d47733d5c9',): RollingMean: 24.714286, ('air_396942e6423a2145',): RollingMean: 21.857143, ('air_397d3f32a7196aa2',): RollingMean: 35.5, ('air_3980af67be35afdb',): RollingMean: 15.785714, ('air_3982a2c4ea2ed431',): RollingMean: 30.5, ('air_399904bdb7685ca0',): RollingMean: 27.785714, ('air_39dccf7df20b1c6a',): RollingMean: 26.714286, ('air_3a8a3f8fb5cd7f88',): RollingMean: 21.214286, ('air_3aa839e8e0cb6c87',): RollingMean: 27.5, ('air_3ac24136722e2291',): RollingMean: 13.142857, ('air_3b20733899b5287f',): RollingMean: 39.857143, ('air_3b6438b125086430',): RollingMean: 13.285714, ('air_3bb99a1fe0583897',): RollingMean: 40.285714, ('air_3bd49f98ab7f36ab',): RollingMean: 13., ('air_3c05c8f26c611eb9',): RollingMean: 25.285714, ('air_3c938075889fc059',): RollingMean: 30.5, ('air_3cad29d1a23209d2',): RollingMean: 8.357143, ('air_3caef3f76b8f26c5',): RollingMean: 25.642857, ('air_3d3a2b509180e798',): RollingMean: 17.714286, ('air_3e6cea17a9d2c0f1',): RollingMean: 17.071429, ('air_3e93f3c81008696d',): RollingMean: 34.214286, ('air_3f91d592acd6cc0b',): RollingMean: 24.928571, ('air_401b39f97e56b939',): RollingMean: 11.785714, ('air_4043b7ccfbffa732',): RollingMean: 44.571429, ('air_4092cfbd95a3ac1b',): RollingMean: 23., ('air_40953e2d8b4f2857',): RollingMean: 15.428571, ('air_40f6193ea3ed1b91',): RollingMean: 16.714286, ('air_414ff459ed18fa48',): RollingMean: 16., ('air_41bbf6e1d9814c4b',): RollingMean: 8.714286, ('air_421670f21da5ba31',): RollingMean: 17.928571, ('air_4254c3fc3ad078bd',): RollingMean: 11.357143, ('air_42c9aa6d617c5057',): RollingMean: 42.714286, ('air_42d41eb58cad170e',): RollingMean: 32.285714, ('air_43b65e4b05bff2d3',): RollingMean: 20.642857, ('air_43d577e0c9460e64',): RollingMean: 35.142857, ('air_4433ab8e9999915f',): RollingMean: 21.142857, ('air_4481a87c1d7c9896',): RollingMean: 20.928571, ('air_452100f5305dde64',): RollingMean: 7.428571, ('air_45326ebb8dc72cfb',): RollingMean: 29.142857, ('air_4570f52104fe0982',): RollingMean: 7.357143, ('air_4579cb0669fd411b',): RollingMean: 18.071429, ('air_457efe8c3a30ea17',): RollingMean: 6.285714, ('air_464a62de0d57be1e',): RollingMean: 26.857143, ('air_465bddfed3353b23',): RollingMean: 27.071429, ('air_47070be6093f123e',): RollingMean: 46.285714, ('air_472b19e3b5bffa41',): RollingMean: 13.5, ('air_473cf23b9e7c0a37',): RollingMean: 9.357143, ('air_473f98b212d37b4a',): RollingMean: 27.357143, ('air_47beaffd3806c979',): RollingMean: 19.214286, ('air_483eba479dc9910d',): RollingMean: 21.642857, ('air_48e9fc98b62495a7',): RollingMean: 17.071429, ('air_48f4da6223571da4',): RollingMean: 22.571429, ('air_48ffd31594bc3263',): RollingMean: 4.928571, ('air_49211568cab5fdee',): RollingMean: 25., ('air_4974785f48853db9',): RollingMean: 6.928571, ('air_4b251b9f8373f1ae',): RollingMean: 26.928571, ('air_4b380b4db9d37883',): RollingMean: 25.571429, ('air_4b55d8aea1d2b395',): RollingMean: 34.285714, ('air_4b9085d0d46a6211',): RollingMean: 28.142857, ('air_4beac252540f865e',): RollingMean: 41.571429, ('air_4c2ed28f3f19ca52',): RollingMean: 14.642857, ('air_4c665a2bfff0da3b',): RollingMean: 8.857143, ('air_4c727b55acdee495',): RollingMean: 15.357143, ('air_4cab15ad29c0ffbc',): RollingMean: 21.214286, ('air_4cab91146e3d1897',): RollingMean: 15., ('air_4cca5666eaf5c709',): RollingMean: 34.428571, ('air_4ce7b17062a1bf73',): RollingMean: 7.857143, ('air_4d21676ed11f0bac',): RollingMean: 32.857143, ('air_4d71826793c09b22',): RollingMean: 21.642857, ('air_4d90a22572fa1ec9',): RollingMean: 25.785714, ('air_4de6d887a7b1c1fc',): RollingMean: 15.357143, ('air_4dea8d17f6f59c56',): RollingMean: 25.214286, ('air_4e1c38f68f435596',): RollingMean: 34.071429, ('air_4f762e840b3996e1',): RollingMean: 11.285714, ('air_4feeb8600f131e43',): RollingMean: 57.714286, ('air_500641aca4cf673c',): RollingMean: 15.142857, ('air_506fe758114df773',): RollingMean: 28.428571, ('air_51281cd059d7b89b',): RollingMean: 13.928571, ('air_51319e7acf0438cf',): RollingMean: 13.571429, ('air_52a08ef3efdb4bb0',): RollingMean: 47.928571, ('air_52e2a1fd42bc917a',): RollingMean: 11.642857, ('air_536043fcf1a4f8a4',): RollingMean: 30.071429, ('air_539d693f7317c62d',): RollingMean: 18., ('air_546b353cbea4a45b',): RollingMean: 17.357143, ('air_5485912b44f976de',): RollingMean: 8.428571, ('air_54d6c25d33f5260e',): RollingMean: 40.5, ('air_54ed43163b7596c4',): RollingMean: 16.5, ('air_55390f784018349a',): RollingMean: 46., ('air_55c3627912b9c849',): RollingMean: 10., ('air_55e11c33d4758131',): RollingMean: 22.071429, ('air_56cd12f31a0afc04',): RollingMean: 29.785714, ('air_56cebcbd6906e04c',): RollingMean: 17.357143, ('air_56ea46c14b2dd967',): RollingMean: 42.214286, ('air_57013002b912772b',): RollingMean: 5.571429, ('air_573ecdf81b157d22',): RollingMean: 28.285714, ('air_57c9eea1a2b66e65',): RollingMean: 14.357143, ('air_57ed725a1930a5b9',): RollingMean: 15.642857, ('air_5878b6f2a9da12c1',): RollingMean: 13.357143, ('air_59cc9b2b209c6331',): RollingMean: 9.071429, ('air_5a9a6cbeeb434c08',): RollingMean: 23.071429, ('air_5acc13d655a6e8b2',): RollingMean: 24.071429, ('air_5afb1cca48ceaa19',): RollingMean: 42.142857, ('air_5b6d18c470bbfaf9',): RollingMean: 37.285714, ('air_5b704df317ed1962',): RollingMean: 2.214286, ('air_5bd22f9cc1426a90',): RollingMean: 32.357143, ('air_5c65468938c07fa5',): RollingMean: 16.214286, ('air_5c7489c9ec755e2d',): RollingMean: 33.428571, ('air_5c817ef28f236bdf',): RollingMean: 42.428571, ('air_5cb030b9f0b91537',): RollingMean: 11.071429, ('air_5cfc537125d97f16',): RollingMean: 9.571429, ('air_5d7c744c3a2ef624',): RollingMean: 32.428571, ('air_5d945ade487cdf4d',): RollingMean: 13.5, ('air_5dea8a7a5bf5eb71',): RollingMean: 28.285714, ('air_5e339a1f364cdb00',): RollingMean: 11.285714, ('air_5e34c6fe6fabd10e',): RollingMean: 20.357143, ('air_5e70fe82f9e4fab6',): RollingMean: 15.5, ('air_5e939e005bd34633',): RollingMean: 2.571429, ('air_5ed3198e4a5eed0f',): RollingMean: 38.071429, ('air_5f3a3ef4cba110a4',): RollingMean: 32.214286, ('air_5f6fa1b897fe80d5',): RollingMean: 29.785714, ('air_5fbda8e9302f7c13',): RollingMean: 27.928571, ('air_602ca92c0db34f8f',): RollingMean: 19., ('air_609050e4e4f79ae1',): RollingMean: 11.857143, ('air_60a7057184ec7ec7',): RollingMean: 27.857143, ('air_60aa54ecbc602348',): RollingMean: 5.428571, ('air_6108821ffafa9b72',): RollingMean: 24.785714, ('air_614e2f7e76dff854',): RollingMean: 11.857143, ('air_61668cc2b0778898',): RollingMean: 8.428571, ('air_61b8d37c33617f21',): RollingMean: 27.428571, ('air_61de73b097513f58',): RollingMean: 9.714286, ('air_622375b4815cf5cb',): RollingMean: 37.5, ('air_627cabe2fe53f33f',): RollingMean: 14.5, ('air_629d9935273c82ae',): RollingMean: 23.142857, ('air_629edf21ea38ac2d',): RollingMean: 35.214286, ('air_632ba66e1f75aa28',): RollingMean: 19.142857, ('air_638c35eb25e53eea',): RollingMean: 19.5, ('air_63a750d8b4b6a976',): RollingMean: 23.428571, ('air_63a88d81295195ed',): RollingMean: 29.5, ('air_63b13c56b7201bd9',): RollingMean: 22.285714, ('air_63e28ee0b0c955a7',): RollingMean: 22., ('air_640cf4835f0d9ba3',): RollingMean: 26.714286, ('air_6411203a47b5ec77',): RollingMean: 8.928571, ('air_645cb18b33f938cf',): RollingMean: 17.071429, ('air_646b93e336f0dded',): RollingMean: 7.428571, ('air_64a5d5c1381837af',): RollingMean: 40., ('air_64d4491ad8cdb1c6',): RollingMean: 13.714286, ('air_650f9b9de0c5542c',): RollingMean: 22.428571, ('air_657a0748462f85de',): RollingMean: 8., ('air_65e294f1ae6df9c3',): RollingMean: 22.214286, ('air_6607fe3671242ce3',): RollingMean: 42.571429, ('air_670a0c1c4108bcea',): RollingMean: 25., ('air_671b4bea84dafb67',): RollingMean: 26.071429, ('air_673acd9fa5e0dd78',): RollingMean: 6.214286, ('air_67483104fa38ef6c',): RollingMean: 29.571429, ('air_675aa35cba456fd1',): RollingMean: 43.642857, ('air_67f87c159d9e2ee2',): RollingMean: 36.5, ('air_68147db09287bf74',): RollingMean: 24., ('air_681b0c56328dd2af',): RollingMean: 35., ('air_681f96e6a6595f82',): RollingMean: 37.285714, ('air_68301bcb11e2f389',): RollingMean: 26.428571, ('air_683371d9baabf410',): RollingMean: 31.071429, ('air_6836438b543ba698',): RollingMean: 12.928571, ('air_6873982b9e19c7ad',): RollingMean: 5., ('air_68c1de82037d87e6',): RollingMean: 25.785714, ('air_68cc910e7b307b09',): RollingMean: 7.928571, ('air_68d075113f368946',): RollingMean: 20.285714, ('air_6902e4ec305b3d08',): RollingMean: 36.857143, ('air_694571ea13fb9e0e',): RollingMean: 30.571429, ('air_6a15e4eae523189d',): RollingMean: 17.785714, ('air_6b15edd1b4fbb96a',): RollingMean: 31.785714, ('air_6b2268863b14a2af',): RollingMean: 18.857143, ('air_6b65745d432fd77f',): RollingMean: 23.571429, ('air_6b7678aae65d2d59',): RollingMean: 6.928571, ('air_6b942d5ebbc759c2',): RollingMean: 14.714286, ('air_6b9fa44a9cf504a1',): RollingMean: 5.785714, ('air_6c1128955c58b690',): RollingMean: 13., ('air_6c91a28278a16f64',): RollingMean: 8.642857, ('air_6c952e3c6e590945',): RollingMean: 15.642857, ('air_6ca1d941c8199a67',): RollingMean: 26.071429, ('air_6cbe54f0aa30b615',): RollingMean: 15.571429, ('air_6ced51c24fb54262',): RollingMean: 7.785714, ('air_6d64dba2edd4fc0c',): RollingMean: 9.428571, ('air_6d65542aa43b598b',): RollingMean: 27.785714, ('air_6d65dd11d96e00fb',): RollingMean: 4.428571, ('air_6e06824d0934dd81',): RollingMean: 21.928571, ('air_6e3fd96320d24324',): RollingMean: 8.285714, ('air_6e64fb5821402cd2',): RollingMean: 8.357143, ('air_6ff5fca957798daa',): RollingMean: 7.857143, ('air_707d4b6328f2c2df',): RollingMean: 28.5, ('air_709262d948dd0b6e',): RollingMean: 11.071429, ('air_70e9e8cd55879414',): RollingMean: 10.928571, ('air_70f834596eb99fee',): RollingMean: 21.428571, ('air_710d6537cb7623df',): RollingMean: 32.071429, ('air_712dd258f7f91b4b',): RollingMean: 15.714286, ('air_71903025d39a4571',): RollingMean: 14.642857, ('air_722297e7f26db91d',): RollingMean: 11.071429, ('air_728ff578acc6ac6e',): RollingMean: 10.571429, ('air_72f5146cf0c49beb',): RollingMean: 12.214286, ('air_735bcbe1763d6e98',): RollingMean: 8.642857, ('air_73f316e6a18d8aa9',): RollingMean: 22.785714, ('air_7420042ff75f9aca',): RollingMean: 35., ('air_746211c0b532e8aa',): RollingMean: 53.5, ('air_747f375eb3900e1e',): RollingMean: 5.5, ('air_74cf22153214064c',): RollingMean: 10.142857, ('air_7514d90009613cd6',): RollingMean: 66.928571, ('air_754ae581ad80cc9f',): RollingMean: 13.928571, ('air_75864c80d2fb334a',): RollingMean: 10.357143, ('air_75bd5d1b6dc6670d',): RollingMean: 14.142857, ('air_764f71040a413d4d',): RollingMean: 49.428571, ('air_77488fa378cf98c3',): RollingMean: 9., ('air_77dfc83450cbc89c',): RollingMean: 41.571429, ('air_7831b00996701c0f',): RollingMean: 23.5, ('air_789103bf53b8096b',): RollingMean: 55.928571, ('air_789466e488705c93',): RollingMean: 24.928571, ('air_78df4dc6a7e83e41',): RollingMean: 17.5, ('air_79afb3f52b4d062c',): RollingMean: 10., ('air_79f528087f49df06',): RollingMean: 34.071429, ('air_7a81bd7fadcbf3d8',): RollingMean: 5., ('air_7a946aada80376a4',): RollingMean: 16., ('air_7bacc4d36fb094c9',): RollingMean: 6.142857, ('air_7bc6ca04d7b0f3b8',): RollingMean: 12.071429, ('air_7bda6048a4a78837',): RollingMean: 23.857143, ('air_7c7774c66fb237f7',): RollingMean: 8.714286, ('air_7cc17a324ae5c7dc',): RollingMean: 14.714286, ('air_7cf5a02c0e01b647',): RollingMean: 33.214286, ('air_7d65049f9d275c0d',): RollingMean: 10.857143, ('air_7dacea2f22afccfb',): RollingMean: 32.357143, ('air_7db266904cb0d72a',): RollingMean: 13., ('air_7e12c5d27f44a8de',): RollingMean: 23.785714, ('air_7ef9a5ea5c8fe39f',): RollingMean: 11.142857, ('air_7f3dc18494bce98b',): RollingMean: 14.071429, ('air_7f9e15afafcf4c75',): RollingMean: 35.428571, ('air_7fbf7649eb13ad9b',): RollingMean: 18.714286, ('air_800c02226e2e0288',): RollingMean: 13.785714, ('air_8093d0b565e9dbdf',): RollingMean: 37., ('air_8110d68cc869b85e',): RollingMean: 45.642857, ('air_81546875de9c8e78',): RollingMean: 4.642857, ('air_81a12d67c22e012f',): RollingMean: 20.285714, ('air_81bd68142db76f58',): RollingMean: 25.357143, ('air_81c2600146d07d16',): RollingMean: 6.5, ('air_81c5dff692063446',): RollingMean: 11.285714, ('air_820d1919cbecaa0a',): RollingMean: 33.357143, ('air_82a6ae14151953ba',): RollingMean: 37.357143, ('air_831658500aa7c846',): RollingMean: 29.928571, ('air_832f9dbe9ee4ebd3',): RollingMean: 13.285714, ('air_83db5aff8f50478e',): RollingMean: 7.5, ('air_84060403939d8216',): RollingMean: 15.285714, ('air_848616680ef061bd',): RollingMean: 29.857143, ('air_84f6876ff7e83ae7',): RollingMean: 19.214286, ('air_8523d6a70de49e6c',): RollingMean: 33.785714, ('air_859feab8e3c9f98d',): RollingMean: 22.571429, ('air_85bd13a49370c392',): RollingMean: 11.928571, ('air_86cfbf2624576fad',): RollingMean: 6.857143, ('air_86f7b2109e4abd65',): RollingMean: 49.428571, ('air_87059630ab6fe47f',): RollingMean: 3.714286, ('air_87078cf7903a648c',): RollingMean: 6., ('air_87467487d21891dd',): RollingMean: 13.571429, ('air_8764b3473ddcceaf',): RollingMean: 5., ('air_876d7a23c47811cb',): RollingMean: 15.928571, ('air_877f79706adbfb06',): RollingMean: 12.142857, ('air_87ca98aa7664de94',): RollingMean: 10.714286, ('air_87f9e1024b951f01',): RollingMean: 11.285714, ('air_883ca28ef0ed3d55',): RollingMean: 14.142857, ('air_88c8e34baa79217b',): RollingMean: 30.714286, ('air_88ca84051ba95339',): RollingMean: 18.642857, ('air_88f31db64991768a',): RollingMean: 8.785714, ('air_890d7e28e8eaaa11',): RollingMean: 8.071429, ('air_89e7328af22efe74',): RollingMean: 34., ('air_8a1d21fad48374e8',): RollingMean: 11.857143, ('air_8a59bb0c497b771e',): RollingMean: 27.214286, ('air_8a906e5801eac81c',): RollingMean: 23.357143, ('air_8b4a46dc521bfcfe',): RollingMean: 29.071429, ('air_8c119d1f16049f20',): RollingMean: 25.428571, ('air_8c3175aa5e4fc569',): RollingMean: 80.071429, ('air_8cc350fd70ee0757',): RollingMean: 32., ('air_8ce035ee1d8a56a6',): RollingMean: 18.357143, ('air_8d50c64692322dff',): RollingMean: 10.785714, ('air_8d61f49aa0373492',): RollingMean: 45.642857, ('air_8e429650fcf7a0ae',): RollingMean: 19.214286, ('air_8e4360a64dbd4c50',): RollingMean: 20.357143, ('air_8e492076a1179383',): RollingMean: 43.642857, ('air_8e8f42f047537154',): RollingMean: 29.357143, ('air_8ec47c0f1e2c879e',): RollingMean: 30.714286, ('air_8f13ef0f5e8c64dd',): RollingMean: 6.285714, ('air_8f273fb9ad2fed6f',): RollingMean: 13.071429, ('air_8f3b563416efc6ad',): RollingMean: 13.642857, ('air_900d755ebd2f7bbd',): RollingMean: 92.071429, ('air_901925b628677c2e',): RollingMean: 9.142857, ('air_90213bcae4afa274',): RollingMean: 27.357143, ('air_90bd5de52c166767',): RollingMean: 22.071429, ('air_90ed0a2f24755533',): RollingMean: 41.785714, ('air_90f0efbb702d77b7',): RollingMean: 32.214286, ('air_9105a29b0eb250d2',): RollingMean: 18.285714, ('air_91236b89d29567af',): RollingMean: 23.071429, ('air_9152d9926e5c4a3a',): RollingMean: 36.142857, ('air_915558a55c2bc56c',): RollingMean: 17.785714, ('air_91beafbba9382b0a',): RollingMean: 36.5, ('air_91d72e16c4bcba55',): RollingMean: 14.785714, ('air_9241121af22ff1d6',): RollingMean: 29.928571, ('air_929d8513e3cdb423',): RollingMean: 7., ('air_931a8a4321b6e7d1',): RollingMean: 5.142857, ('air_9352c401d5adb01b',): RollingMean: 25.571429, ('air_9387ff95e886ebc7',): RollingMean: 13.214286, ('air_938ef91ecdde6878',): RollingMean: 23.214286, ('air_939964477035ef0b',): RollingMean: 17.928571, ('air_93b9bb641f8fc982',): RollingMean: 28.285714, ('air_93dd7070c9bf5453',): RollingMean: 29.428571, ('air_93ebe490d4abb8e9',): RollingMean: 17.714286, ('air_9438d67241c81314',): RollingMean: 37., ('air_947eb2cae4f3e8f2',): RollingMean: 32.071429, ('air_9483d65e9cc9a6b7',): RollingMean: 15.285714, ('air_950381108f839348',): RollingMean: 28.142857, ('air_95d28905941fd4cb',): RollingMean: 30.785714, ('air_95e917913cd988f3',): RollingMean: 23.642857, ('air_96005f79124e12bf',): RollingMean: 40.428571, ('air_965b2e0cf4119003',): RollingMean: 47.357143, ('air_96743eee94114261',): RollingMean: 13.428571, ('air_96773a6236d279b1',): RollingMean: 24.785714, ('air_968d72c12eed09f0',): RollingMean: 18., ('air_96929a799b12a43e',): RollingMean: 27.214286, ('air_96ec3cfe78cb0652',): RollingMean: 18.5, ('air_97159fc4e90053fe',): RollingMean: 24., ('air_97958e7fce98b6a3',): RollingMean: 16.928571, ('air_97b2a9f975fc702c',): RollingMean: 40.142857, ('air_97cf68dc1a9beac0',): RollingMean: 13.428571, ('air_97e0f2feec4d577a',): RollingMean: 15.071429, ('air_9828505fefc77d75',): RollingMean: 12.5, ('air_98b54e32ccddd896',): RollingMean: 18.214286, ('air_990a642a3deb2903',): RollingMean: 33.5, ('air_99157b6163835eec',): RollingMean: 33.785714, ('air_99a5183695b849f9',): RollingMean: 30.928571, ('air_99b01136f451fc0e',): RollingMean: 41.428571, ('air_99c3eae84130c1cb',): RollingMean: 39.928571, ('air_9a30407764f4ff84',): RollingMean: 17., ('air_9a6f6e7f623003d2',): RollingMean: 3.142857, ('air_9aa32b3db0fab3a5',): RollingMean: 17.142857, ('air_9aa92007e3628dbc',): RollingMean: 31.642857, ('air_9ae7081cb77dc51e',): RollingMean: 29.571429, ('air_9b13c7feb0a0c431',): RollingMean: 10.714286, ('air_9b6af3db40da4ae2',): RollingMean: 29.785714, ('air_9bbc673495e23532',): RollingMean: 5.142857, ('air_9bf0ccac497c4af3',): RollingMean: 44.571429, ('air_9bf595ef095572fb',): RollingMean: 25.642857, ('air_9c6787aa03a45586',): RollingMean: 92.142857, ('air_9ca2767761efff4d',): RollingMean: 8.357143, ('air_9cd5e310f488bced',): RollingMean: 14.642857, ('air_9cf2f1ba86229773',): RollingMean: 34., ('air_9d3482b4680aee88',): RollingMean: 9.785714, ('air_9d452a881f7f2bb7',): RollingMean: 7.857143, ('air_9d474ec2448c700d',): RollingMean: 12.857143, ('air_9d5a980b211e1795',): RollingMean: 11.571429, ('air_9d93d95720f2e831',): RollingMean: 8.285714, ('air_9dc9483f717d73ee',): RollingMean: 5.571429, ('air_9dd7d38b0f1760c4',): RollingMean: 2.5, ('air_9e920b758503ef54',): RollingMean: 5.5, ('air_9efaa7ded03c5a71',): RollingMean: 12.214286, ('air_9f277fb7a2c1d842',): RollingMean: 12.142857, ('air_9fc607777ad76b26',): RollingMean: 15.928571, ('air_a083834e7ffe187e',): RollingMean: 20.285714, ('air_a11473cc1eb9a27f',): RollingMean: 33.071429, ('air_a17f0778617c76e2',): RollingMean: 38., ('air_a1fe8c588c8d2f30',): RollingMean: 15.785714, ('air_a218912784bf767d',): RollingMean: 14.357143, ('air_a21ffca0bea1661a',): RollingMean: 1.071429, ('air_a239a44805932bab',): RollingMean: 34.428571, ('air_a24bf50c3e90d583',): RollingMean: 17.285714, ('air_a2567267116a3b75',): RollingMean: 16.642857, ('air_a257c9749d8d0ff6',): RollingMean: 18.428571, ('air_a271c9ba19e81d17',): RollingMean: 28.857143, ('air_a2b29aa7feb4e36f',): RollingMean: 16.642857, ('air_a304330715435390',): RollingMean: 7.642857, ('air_a33461f4392ec62c',): RollingMean: 28.142857, ('air_a373500730e2a9e0',): RollingMean: 11., ('air_a38f25e3399d1b25',): RollingMean: 41.857143, ('air_a41b032371a63427',): RollingMean: 11.357143, ('air_a49f1cf0634f13e5',): RollingMean: 22.214286, ('air_a510dcfe979f09eb',): RollingMean: 13.714286, ('air_a546cbf478a8b6e4',): RollingMean: 27.5, ('air_a55d17bd3f3033cb',): RollingMean: 12.285714, ('air_a563896da3777078',): RollingMean: 21.571429, ('air_a678e5b144ca24ce',): RollingMean: 16.714286, ('air_a7404a854919e990',): RollingMean: 7.357143, ('air_a8533b7a992bb0ca',): RollingMean: 18.571429, ('air_a85f0c0c889f6b7e',): RollingMean: 47.571429, ('air_a85f8c0bfd61889f',): RollingMean: 15.142857, ('air_a88ac559064dec08',): RollingMean: 32.142857, ('air_a9133955abccf071',): RollingMean: 27.785714, ('air_a9178f19da58fe99',): RollingMean: 7.428571, ('air_a9a380530c1e121f',): RollingMean: 41.285714, ('air_aa0049fe3cc6f4d6',): RollingMean: 10.142857, ('air_ab3ae0e410b20069',): RollingMean: 17.928571, ('air_ab9746a0f83084b7',): RollingMean: 6.714286, ('air_abcdc8115988a010',): RollingMean: 10.857143, ('air_abf06fcca748dca5',): RollingMean: 9.5, ('air_ac7a7427c9ae12a5',): RollingMean: 62.071429, ('air_ad13e71e21235131',): RollingMean: 16.071429, ('air_ad60f6b76c9df7ed',): RollingMean: 23.357143, ('air_ad7777590c884721',): RollingMean: 8.357143, ('air_add9a575623726c8',): RollingMean: 40.285714, ('air_ade6e836ffd1da64',): RollingMean: 10.214286, ('air_aed3a8b49abe4a48',): RollingMean: 6.214286, ('air_af03c277a167b2bd',): RollingMean: 26.642857, ('air_af24e3e817dea1e5',): RollingMean: 15.357143, ('air_af63df35857b16e6',): RollingMean: 23.857143, ('air_b0a6a4c5e95c74cf',): RollingMean: 18.642857, ('air_b162fb07fbbdea33',): RollingMean: 15.285714, ('air_b192fb5310436005',): RollingMean: 8.785714, ('air_b1a72bf1ebf4b8ef',): RollingMean: 52.285714, ('air_b1bb1fae86617d7a',): RollingMean: 34.428571, ('air_b1d822f75c9fc615',): RollingMean: 10.785714, ('air_b2395df0e874078d',): RollingMean: 7.071429, ('air_b23d0f519291247d',): RollingMean: 28.785714, ('air_b259b4e4a51a690d',): RollingMean: 22.785714, ('air_b28bed4b2e7167b7',): RollingMean: 16.928571, ('air_b2a639cc7e02edf1',): RollingMean: 20.714286, ('air_b2d8bc9c88b85f96',): RollingMean: 14.714286, ('air_b2d97bd2337c5ba7',): RollingMean: 28.785714, ('air_b2dcec37b83e2494',): RollingMean: 7.428571, ('air_b30fffd7ab1e75a5',): RollingMean: 9.214286, ('air_b3180b74332ba886',): RollingMean: 13.857143, ('air_b3a824511477a4ed',): RollingMean: 6.214286, ('air_b439391e72899756',): RollingMean: 19.928571, ('air_b45b8e456f53942a',): RollingMean: 10.857143, ('air_b4f32bcc399da2b9',): RollingMean: 29.071429, ('air_b5598d12d1b84890',): RollingMean: 5.857143, ('air_b5bdd318005d9aa4',): RollingMean: 34., ('air_b60cc7d6aee68194',): RollingMean: 11.357143, ('air_b711b43ae472cb6b',): RollingMean: 20.642857, ('air_b7fa3d2fca744dd2',): RollingMean: 40.785714, ('air_b80fed1a07c817d2',): RollingMean: 4.285714, ('air_b88192b35ac03c24',): RollingMean: 17.5, ('air_b8925441167c3152',): RollingMean: 2.071429, ('air_b8a5ee69e5fdcc5b',): RollingMean: 34.142857, ('air_b8d9e1624baaadc2',): RollingMean: 6.214286, ('air_b9e27558fb8bd5c4',): RollingMean: 12.071429, ('air_ba495cccc8f0f237',): RollingMean: 17.357143, ('air_ba937bf13d40fb24',): RollingMean: 15.285714, ('air_bac5f4441db21db9',): RollingMean: 41.785714, ('air_baf28ac9f13a307d',): RollingMean: 13.571429, ('air_bb09595bab7d5cfb',): RollingMean: 29.5, ('air_bb26d6d079594414',): RollingMean: 13.285714, ('air_bb4ff06cd661ee9b',): RollingMean: 34.428571, ('air_bbe1c1a47e09f161',): RollingMean: 1.642857, ('air_bc991c51d6613745',): RollingMean: 18.571429, ('air_bc9a129e11a2efe0',): RollingMean: 30.785714, ('air_bcce1ea4350b7b72',): RollingMean: 20.857143, ('air_bd74a9222edfdfe1',): RollingMean: 14.285714, ('air_bdd32aa407c16335',): RollingMean: 13.785714, ('air_bebd55ed63ab2422',): RollingMean: 8.785714, ('air_bed603c423b7d9d4',): RollingMean: 6.142857, ('air_bedd35489e666605',): RollingMean: 38.642857, ('air_bf13014b6e3e60ca',): RollingMean: 27., ('air_bf21b8350771879b',): RollingMean: 23.857143, ('air_bf617aa68d5f1cfa',): RollingMean: 6.857143, ('air_bf7591560077332d',): RollingMean: 8.357143, ('air_bfafaed35e213fd7',): RollingMean: 12.857143, ('air_bfda7731a6c6fc61',): RollingMean: 19.071429, ('air_c027e2b560442808',): RollingMean: 15.857143, ('air_c0385db498b391e5',): RollingMean: 33.5, ('air_c1d5d165c055b866',): RollingMean: 30.071429, ('air_c1ff20617c54fee7',): RollingMean: 7.785714, ('air_c225148c0fcc5c72',): RollingMean: 34.857143, ('air_c2626f5f86d57342',): RollingMean: 15.928571, ('air_c26f027b5bc1f081',): RollingMean: 5.071429, ('air_c28983412a7eefcf',): RollingMean: 35.285714, ('air_c2c8435bdb3516d4',): RollingMean: 31.214286, ('air_c31472d14e29cee8',): RollingMean: 14.857143, ('air_c3585b0fba3998d0',): RollingMean: 9.357143, ('air_c3bc011cca3bec65',): RollingMean: 5.642857, ('air_c3dcaf3aeb18e20e',): RollingMean: 17.428571, ('air_c47aa7493b15f297',): RollingMean: 21.142857, ('air_c4fa5c562d5409ca',): RollingMean: 13.785714, ('air_c52c63c781fe48f6',): RollingMean: 27.714286, ('air_c5459218282bedd5',): RollingMean: 22.571429, ('air_c66dbd2c37832d00',): RollingMean: 16.714286, ('air_c6a164dd4060e960',): RollingMean: 12.428571, ('air_c6aa2efba0ffc8eb',): RollingMean: 28.857143, ('air_c6ffd6a93e6b68d6',): RollingMean: 17.357143, ('air_c73d319ffabf287a',): RollingMean: 15.285714, ('air_c759b6abeb552160',): RollingMean: 5.071429, ('air_c77ee2b7d36da265',): RollingMean: 42.071429, ('air_c7d30ab0e07f31d5',): RollingMean: 17.142857, ('air_c7f78b4f3cba33ff',): RollingMean: 22.785714, ('air_c8265ecc116f2284',): RollingMean: 9.142857, ('air_c88467d88b2c8ecd',): RollingMean: 18.428571, ('air_c8a657c8c5c93d69',): RollingMean: 7.928571, ('air_c8c0ef02ed72053f',): RollingMean: 26.5, ('air_c8fe396d6c46275d',): RollingMean: 14.357143, ('air_c92745dfdd2ec68a',): RollingMean: 18.428571, ('air_c9ed65554b6edffb',): RollingMean: 12.928571, ('air_c9f6de13be8b8f25',): RollingMean: 4.357143, ('air_ca1315af9e073bd1',): RollingMean: 45.285714, ('air_ca6ae8d49a2f1eaf',): RollingMean: 20.928571, ('air_ca957d3a1529fbd3',): RollingMean: 33.714286, ('air_cadf9cfb510a1d78',): RollingMean: 31.071429, ('air_caf996ac27206301',): RollingMean: 5.642857, ('air_cb083b4789a8d3a2',): RollingMean: 17.214286, ('air_cb25551c4cd8d9f3',): RollingMean: 9., ('air_cb7467aed805e7fe',): RollingMean: 36.571429, ('air_cb935ff8610ba3d3',): RollingMean: 4.857143, ('air_cbe139af83feb388',): RollingMean: 9.928571, ('air_cbe867adcf44e14f',): RollingMean: 15.5, ('air_cc1a0e985ce63711',): RollingMean: 27.785714, ('air_cc35590cd1da8554',): RollingMean: 20.857143, ('air_ccd19a5bc5573ae5',): RollingMean: 37.714286, ('air_cd4b301d5d3918d8',): RollingMean: 6.928571, ('air_cd5f54969be9ed08',): RollingMean: 7.214286, ('air_ced6297e5bdf5130',): RollingMean: 24.428571, ('air_cf2229e64408d9fe',): RollingMean: 17.857143, ('air_cf22e368c1a71d53',): RollingMean: 37.285714, ('air_cf5ab75a0afb8af9',): RollingMean: 45.214286, ('air_cfcc94797d2b5d3d',): RollingMean: 17.285714, ('air_cfdeb326418194ff',): RollingMean: 15.142857, ('air_d00161e19f08290b',): RollingMean: 26., ('air_d00a15343325e5f7',): RollingMean: 18.714286, ('air_d07e57b21109304a',): RollingMean: 10.142857, ('air_d0a1e69685259c92',): RollingMean: 29.285714, ('air_d0a7bd3339c3d12a',): RollingMean: 39.785714, ('air_d0e8a085d8dc83aa',): RollingMean: 7.571429, ('air_d138b593ebda55cc',): RollingMean: 5.714286, ('air_d1418d6fd6d634f2',): RollingMean: 16.285714, ('air_d186b2cb0b9ce022',): RollingMean: 13.357143, ('air_d1f20424f76cc78e',): RollingMean: 20.928571, ('air_d34c0861a2be94cb',): RollingMean: 42.571429, ('air_d3e7b5952cd09ccb',): RollingMean: 18.642857, ('air_d44d210d2994f01b',): RollingMean: 6.071429, ('air_d473620754bf9fc2',): RollingMean: 12.571429, ('air_d477b6339b8ce69f',): RollingMean: 8.857143, ('air_d4981cdde163b172',): RollingMean: 23.428571, ('air_d4b5a4b04c5f2d04',): RollingMean: 12.642857, ('air_d4d218b451f82c3d',): RollingMean: 9.785714, ('air_d500b48a8735fbd3',): RollingMean: 18.071429, ('air_d54d6fcb116fbed3',): RollingMean: 4.214286, ('air_d5e0a20370c325c7',): RollingMean: 29.857143, ('air_d63cfa6d6ab78446',): RollingMean: 18.428571, ('air_d69b08a175bc0387',): RollingMean: 10.857143, ('air_d6b3e67261f07646',): RollingMean: 13.714286, ('air_d8abb9e490abf94f',): RollingMean: 12., ('air_d97dabf7aae60da5',): RollingMean: 33.285714, ('air_d98380a4aeb0290b',): RollingMean: 43.357143, ('air_daa7947e1c47f5ed',): RollingMean: 34.357143, ('air_dabfbd0ec951925a',): RollingMean: 7.642857, ('air_dad0b6a36138f309',): RollingMean: 5.5, ('air_db1233ad855b34d5',): RollingMean: 24.142857, ('air_db4b38ebe7a7ceff',): RollingMean: 24.5, ('air_db80363d35f10926',): RollingMean: 28.785714, ('air_dbf64f1ce38c7442',): RollingMean: 14.928571, ('air_dc0e080ba0a5e5af',): RollingMean: 8.928571, ('air_dc71c6cc06cd1aa2',): RollingMean: 6.285714, ('air_de692863bb2dd758',): RollingMean: 20.857143, ('air_de803f7e324936b8',): RollingMean: 24.285714, ('air_de88770300008624',): RollingMean: 20., ('air_dea0655f96947922',): RollingMean: 38.571429, ('air_df507aec929ce5f6',): RollingMean: 19.071429, ('air_df554c4527a1cfe6',): RollingMean: 53.5, ('air_df5cf5cd03eb68d0',): RollingMean: 7.857143, ('air_df843e6b22e8d540',): RollingMean: 10.285714, ('air_df9355c47c5df9d3',): RollingMean: 30.285714, ('air_dfad598ff642dab7',): RollingMean: 26.071429, ('air_dfe068a1bf85f395',): RollingMean: 36.428571, ('air_e00fe7853c0100d6',): RollingMean: 20.214286, ('air_e0118664da63a2d0',): RollingMean: 16.714286, ('air_e01d99390355408d',): RollingMean: 11.571429, ('air_e053c561f32acc28',): RollingMean: 17.928571, ('air_e08b9cf82057a170',): RollingMean: 34.5, ('air_e0aee25b56a069f2',): RollingMean: 14.214286, ('air_e0e69668214ff972',): RollingMean: 9.785714, ('air_e0f241bd406810c0',): RollingMean: 33.142857, ('air_e1b76fcb5208fb6b',): RollingMean: 14.571429, ('air_e2208a79e2678432',): RollingMean: 45.142857, ('air_e270aff84ac7e4c8',): RollingMean: 25.928571, ('air_e3020992d5fe5dfd',): RollingMean: 13.5, ('air_e34c631c766f2766',): RollingMean: 24.642857, ('air_e42bdc3377d1eee7',): RollingMean: 20.785714, ('air_e483f5b3c4f310e0',): RollingMean: 5.285714, ('air_e524c6a9e06cc3a1',): RollingMean: 8.785714, ('air_e55abd740f93ecc4',): RollingMean: 46., ('air_e57dd6884595f60d',): RollingMean: 39.428571, ('air_e58f669b6f1a08ce',): RollingMean: 11.142857, ('air_e5cf003abcc5febb',): RollingMean: 12.571429, ('air_e64de0a6bf0739af',): RollingMean: 43.214286, ('air_e657ca554b0c008c',): RollingMean: 25., ('air_e700e390226d9985',): RollingMean: 15.928571, ('air_e76a668009c5dabc',): RollingMean: 7.785714, ('air_e7d2ac6d53d1b744',): RollingMean: 9.357143, ('air_e7fbee4e3cfe65c5',): RollingMean: 36., ('air_e88bbe2ede3467aa',): RollingMean: 22.857143, ('air_e89735e80d614a7e',): RollingMean: 33.785714, ('air_e8ed9335d0c38333',): RollingMean: 24.857143, ('air_e9ebf7fc520ac76a',): RollingMean: 28.428571, ('air_ea6d0c3acf00b22a',): RollingMean: 22.285714, ('air_ea7c16131980c837',): RollingMean: 7.071429, ('air_eb120e6d384a17a8',): RollingMean: 42.785714, ('air_eb20a89bba7dd3d0',): RollingMean: 3., ('air_eb2d2653586315dd',): RollingMean: 31.428571, ('air_eb5788dba285e725',): RollingMean: 27.071429, ('air_ebd31e812960f517',): RollingMean: 26.857143, ('air_ebe02c3090271fa9',): RollingMean: 11.142857, ('air_ec0fad2def4dcff0',): RollingMean: 15.142857, ('air_eca4a5a191e8d993',): RollingMean: 28.357143, ('air_eca5e0064dc9314a',): RollingMean: 34.571429, ('air_ecab54b57a71b10d',): RollingMean: 13.071429, ('air_eceb97ad6a7d4c07',): RollingMean: 27.857143, ('air_ecf7f141339f1d57',): RollingMean: 19.857143, ('air_eda179770dfa9f91',): RollingMean: 10.642857, ('air_edd5e3d696a5811b',): RollingMean: 39.357143, ('air_ee3a01f0c71a769f',): RollingMean: 25.285714, ('air_ee3ba9af184c6c82',): RollingMean: 18.642857, ('air_eec5e572b9eb9c23',): RollingMean: 11.142857, ('air_eeeadee005c006a2',): RollingMean: 12.142857, ('air_ef47430bcd6f6a89',): RollingMean: 14.857143, ('air_ef789667e2e6fe96',): RollingMean: 36.357143, ('air_ef920fa6f4b085f6',): RollingMean: 33.928571, ('air_efc80d3f96b3aff7',): RollingMean: 9.428571, ('air_efd70b04de878f25',): RollingMean: 31., ('air_efef1e3daecce07e',): RollingMean: 40.428571, ('air_f068442ebb6c246c',): RollingMean: 10.071429, ('air_f0c7272956e62f12',): RollingMean: 4.285714, ('air_f0fb0975bdc2cdf9',): RollingMean: 10.285714, ('air_f1094dbf2aef85d9',): RollingMean: 6.714286, ('air_f180301886c21375',): RollingMean: 14.428571, ('air_f183a514cb8ff4fa',): RollingMean: 42.071429, ('air_f1f9027d4fa8f653',): RollingMean: 26.5, ('air_f267dd70a6a6b5d3',): RollingMean: 44.5, ('air_f26f36ec4dc5adb0',): RollingMean: 38.785714, ('air_f2985de32bb792e0',): RollingMean: 26.285714, ('air_f2c5a1f24279c531',): RollingMean: 14.357143, ('air_f3602e4fa2f12993',): RollingMean: 11.571429, ('air_f3f9824b7d70c3cf',): RollingMean: 16.642857, ('air_f4936b91c9addbf0',): RollingMean: 16., ('air_f593fa60ac3541e2',): RollingMean: 13.642857, ('air_f690c42545146e0a',): RollingMean: 12.928571, ('air_f6b2489ccf873c3b',): RollingMean: 15.928571, ('air_f6bfd27e2e174d16',): RollingMean: 12.928571, ('air_f6cdaf7b7fdc6d78',): RollingMean: 10., ('air_f8233ad00755c35c',): RollingMean: 29.571429, ('air_f85e21e543cf44f2',): RollingMean: 4.785714, ('air_f88898cd09f40496',): RollingMean: 8.857143, ('air_f911308e19d64236',): RollingMean: 40.571429, ('air_f9168b23fdfc1e52',): RollingMean: 19.5, ('air_f927b2da69a82341',): RollingMean: 8.357143, ('air_f957c6d6467d4d90',): RollingMean: 10.642857, ('air_f96765e800907c77',): RollingMean: 43.857143, ('air_fa12b40b02fecfd8',): RollingMean: 15., ('air_fa4ffc9057812fa2',): RollingMean: 5.142857, ('air_fab092c35776a9b1',): RollingMean: 10.714286, ('air_fb44f566d4f64a4e',): RollingMean: 15.857143, ('air_fbadf737162a5ce3',): RollingMean: 14.571429, ('air_fc477473134e9ae5',): RollingMean: 16.857143, ('air_fcd4492c83f1c6b9',): RollingMean: 22.357143, ('air_fcfbdcf7b1f82c6e',): RollingMean: 35.642857, ('air_fd154088b1de6fa7',): RollingMean: 6.428571, ('air_fd6aac1043520e83',): RollingMean: 36.071429, ('air_fdc02ec4a3d21ea4',): RollingMean: 8.071429, ('air_fdcfef8bd859f650',): RollingMean: 3.642857, ('air_fe22ef5a9cbef123',): RollingMean: 21.714286, ('air_fe58c074ec1445ea',): RollingMean: 32.785714, ('air_fea5dc9594450608',): RollingMean: 15.571429, ('air_fee8dcf4d619598e',): RollingMean: 26.785714, ('air_fef9ccb3ba0da2f7',): RollingMean: 9.714286, ('air_ffcc2d5087e1b476',): RollingMean: 20., ('air_fff68b929994bfbd',): RollingMean: 4.285714}), 'by': ['store_id'], 'how': RollingMean: 0., 'target_name': 'y'}

y_rollingmean_21_by_store_id

{'_feature_name': 'y_rollingmean_21_by_store_id', '_groups': defaultdict(functools.partial(<function deepcopy at 0x7f986bcdb940>, RollingMean: 0.), {('air_00a91d42b08b08d9',): RollingMean: 29.190476, ('air_0164b9927d20bcc3',): RollingMean: 8.380952, ('air_0241aa3964b7f861',): RollingMean: 8.904762, ('air_0328696196e46f18',): RollingMean: 8.904762, ('air_034a3d5b40d5b1b1',): RollingMean: 22.52381, ('air_036d4f1ee7285390',): RollingMean: 21.238095, ('air_0382c794b73b51ad',): RollingMean: 27.380952, ('air_03963426c9312048',): RollingMean: 40.428571, ('air_04341b588bde96cd',): RollingMean: 35.333333, ('air_049f6d5b402a31b2',): RollingMean: 12.47619, ('air_04cae7c1bc9b2a0b',): RollingMean: 19.238095, ('air_0585011fa179bcce',): RollingMean: 5.333333, ('air_05c325d315cc17f5',): RollingMean: 27., ('air_0647f17b4dc041c8',): RollingMean: 30.52381, ('air_064e203265ee5753',): RollingMean: 19.47619, ('air_066f0221b8a4d533',): RollingMean: 12.428571, ('air_06f95ac5c33aca10',): RollingMean: 30.047619, ('air_0728814bd98f7367',): RollingMean: 8.095238, ('air_0768ab3910f7967f',): RollingMean: 24.952381, ('air_07b314d83059c4d2',): RollingMean: 36.380952, ('air_07bb665f9cdfbdfb',): RollingMean: 26.333333, ('air_082908692355165e',): RollingMean: 49.52381, ('air_083ddc520ea47e1e',): RollingMean: 13.238095, ('air_0845d8395f30c6bb',): RollingMean: 21.714286, ('air_084d98859256acf0',): RollingMean: 15.761905, ('air_0867f7bebad6a649',): RollingMean: 22.380952, ('air_08ba8cd01b3ba010',): RollingMean: 10.666667, ('air_08cb3c4ee6cd6a22',): RollingMean: 12.666667, ('air_08ef81d5b7a0d13f',): RollingMean: 13.952381, ('air_08f994758a1e76d4',): RollingMean: 27.714286, ('air_09040f6df960ddb8',): RollingMean: 16., ('air_0919d54f0c9a24b8',): RollingMean: 31.714286, ('air_09661c0f3259cc04',): RollingMean: 28.47619, ('air_09a845d5b5944b01',): RollingMean: 6.380952, ('air_09fd1f5c58583141',): RollingMean: 8.333333, ('air_0a74a5408a0b8642',): RollingMean: 28.095238, ('air_0b184ec04c741a6a',): RollingMean: 11.190476, ('air_0b1e72d2d4422b20',): RollingMean: 22.333333, ('air_0b9038300f8b2b50',): RollingMean: 12.380952, ('air_0e1eae99b8723bc1',): RollingMean: 11.952381, ('air_0e7c11b9abc50163',): RollingMean: 36.904762, ('air_0ead98dd07e7a82a',): RollingMean: 13.857143, ('air_0f0cdeee6c9bf3d7',): RollingMean: 25.238095, ('air_0f2f96335f274801',): RollingMean: 10., ('air_0f60e1576a7d397d',): RollingMean: 6.619048, ('air_1033310359ceeac1',): RollingMean: 18.809524, ('air_10393f12e9069760',): RollingMean: 15.714286, ('air_105a7954e32dba9b',): RollingMean: 50.857143, ('air_10713fbf3071c361',): RollingMean: 12.047619, ('air_10bbe8acd943d8f6',): RollingMean: 26.809524, ('air_12c4fb7a423df20d',): RollingMean: 20.857143, ('air_138ee734ac79ff90',): RollingMean: 8.714286, ('air_138ff410757b845f',): RollingMean: 54.285714, ('air_1408dd53f31a8a65',): RollingMean: 25.190476, ('air_142e78ba7001da9c',): RollingMean: 13.619048, ('air_1509881b22965b34',): RollingMean: 16.666667, ('air_152c1f08d7d20e07',): RollingMean: 13.238095, ('air_15ae33469e9ea2dd',): RollingMean: 11.428571, ('air_15e6e15c7ea2c162',): RollingMean: 18.952381, ('air_16179d43b6ee5fd8',): RollingMean: 8.285714, ('air_1653a6c513865af3',): RollingMean: 32.52381, ('air_168441ada3e878e1',): RollingMean: 41.47619, ('air_16c4cfddeb2cf69b',): RollingMean: 11.52381, ('air_16cf0a73233896de',): RollingMean: 10.52381, ('air_1707a3f18bb0da07',): RollingMean: 27.285714, ('air_17a6ab40f97fd4d8',): RollingMean: 6.904762, ('air_17bed6dbf7c8b0fc',): RollingMean: 19.095238, ('air_1979eaff8189d086',): RollingMean: 9.666667, ('air_1ab60ce33bfed8a8',): RollingMean: 9.714286, ('air_1ae94f514a0bce13',): RollingMean: 6.904762, ('air_1ba4e87ef7422183',): RollingMean: 37.619048, ('air_1c0b150f9e696a5f',): RollingMean: 107.238095, ('air_1c95a84924d72500',): RollingMean: 9.619048, ('air_1d1e8860ae04f8e9',): RollingMean: 12.904762, ('air_1d25ca6c76df48b4',): RollingMean: 39.666667, ('air_1d3f797dd1f7cf1c',): RollingMean: 33.428571, ('air_1dd8f6f47480d1a2',): RollingMean: 37.857143, ('air_1dea9815ccd36620',): RollingMean: 10.428571, ('air_1e23210b584540e7',): RollingMean: 4.047619, ('air_1e665503b8474c55',): RollingMean: 5.571429, ('air_1eeff462acb24fb7',): RollingMean: 16.333333, ('air_1f1390a8be2272b3',): RollingMean: 18.095238, ('air_1f34e9beded2231a',): RollingMean: 8.095238, ('air_1f7f8fa557bc0d55',): RollingMean: 3.619048, ('air_2009041dbf9264de',): RollingMean: 50.047619, ('air_20619d21192aa571',): RollingMean: 17.571429, ('air_20add8092c9bb51d',): RollingMean: 30.428571, ('air_2195cd5025a98033',): RollingMean: 28.809524, ('air_21f5052d5330528d',): RollingMean: 32.809524, ('air_220cba70c890b119',): RollingMean: 9.142857, ('air_22682e965418936f',): RollingMean: 8.857143, ('air_228f10bec0bda9c8',): RollingMean: 17.333333, ('air_229d7e508d9f1b5e',): RollingMean: 10.809524, ('air_232dcee6f7c51d37',): RollingMean: 5.571429, ('air_234d3dbf7f3d5a50',): RollingMean: 7.571429, ('air_23e1b11aee2a1407',): RollingMean: 45.571429, ('air_23ee674e91469086',): RollingMean: 21.714286, ('air_24b9b2a020826ede',): RollingMean: 31.666667, ('air_24e8414b9b07decb',): RollingMean: 5.952381, ('air_2545dd3a00f265e2',): RollingMean: 48.761905, ('air_256be208a979e023',): RollingMean: 6.47619, ('air_2570ccb93badde68',): RollingMean: 38.333333, ('air_258ad2619d7bff9a',): RollingMean: 30.666667, ('air_258dc112912fc458',): RollingMean: 61.571429, ('air_25c583983246b7b0',): RollingMean: 20.047619, ('air_25d8e5cc57dd87d9',): RollingMean: 26.190476, ('air_25e9888d30b386df',): RollingMean: 4.285714, ('air_2634e41551e9807d',): RollingMean: 13., ('air_26c5bbeb7bb82bf1',): RollingMean: 28.952381, ('air_26f10355d9b4d82a',): RollingMean: 32.52381, ('air_2703dcb33192b181',): RollingMean: 49.428571, ('air_275732a5db46f4d3',): RollingMean: 14.952381, ('air_27e991812b0d9c92',): RollingMean: 44.238095, ('air_28064154614b2e6c',): RollingMean: 21.714286, ('air_287d2de7d3c93406',): RollingMean: 13.047619, ('air_28a9fa1ec0839375',): RollingMean: 29.571429, ('air_28dbe91c4c9656be',): RollingMean: 34.619048, ('air_290e7a57b390f78e',): RollingMean: 13.714286, ('air_298513175efdf261',): RollingMean: 27.285714, ('air_2a184c1745274b2b',): RollingMean: 3.952381, ('air_2a24aec099333f39',): RollingMean: 6.666667, ('air_2a3743e37aab04b4',): RollingMean: 18.428571, ('air_2a485b92210c98b5',): RollingMean: 21.571429, ('air_2a7f14da7fe0f699',): RollingMean: 28.047619, ('air_2aab19554f91ff82',): RollingMean: 51.285714, ('air_2ac361b97630e2df',): RollingMean: 12., ('air_2b8b29ddfd35018e',): RollingMean: 11.095238, ('air_2b9bc9f5f5168ea1',): RollingMean: 20.190476, ('air_2bffb19a24d11729',): RollingMean: 11.142857, ('air_2c505f9ad67d4635',): RollingMean: 15.428571, ('air_2c6c79d597e48096',): RollingMean: 16.380952, ('air_2c6fef1ce0e13a5a',): RollingMean: 31.190476, ('air_2c989829acbd1c6b',): RollingMean: 29.333333, ('air_2cee51fa6fdf6c0d',): RollingMean: 16.619048, ('air_2d3afcb91762fe01',): RollingMean: 44.857143, ('air_2d78d9a1f4dd02ca',): RollingMean: 11.333333, ('air_2e7cb1f1a2a9cd6a',): RollingMean: 27.666667, ('air_2f8ced25216df926',): RollingMean: 13.714286, ('air_2fc149abe33adcb4',): RollingMean: 34.857143, ('air_2fc478dc9f0a6b31',): RollingMean: 11.714286, ('air_2fed81034f8834e5',): RollingMean: 20.47619, ('air_303bac187b53083a',): RollingMean: 10.047619, ('air_310e467e6e625004',): RollingMean: 15.47619, ('air_3155ee23d92202da',): RollingMean: 16.380952, ('air_31c753b48a657b6c',): RollingMean: 24.904762, ('air_32460819c7600037',): RollingMean: 50.761905, ('air_324f7c39a8410e7c',): RollingMean: 11.809524, ('air_326ca454ef3558bc',): RollingMean: 23.714286, ('air_32b02ba5dc2027f4',): RollingMean: 29.285714, ('air_32c61b620a766138',): RollingMean: 27.380952, ('air_32f5d7cd696e3c4a',): RollingMean: 22.190476, ('air_33b01025210d6007',): RollingMean: 10.285714, ('air_3440e0ea1b70a99b',): RollingMean: 27.904762, ('air_346ade7d29230634',): RollingMean: 7.761905, ('air_347be2c4feeb408b',): RollingMean: 22.047619, ('air_349278fa964bb12f',): RollingMean: 18.666667, ('air_3525f11ef0bf0c35',): RollingMean: 39.761905, ('air_35512c42db0868da',): RollingMean: 6.238095, ('air_3561fd1c0bce6a95',): RollingMean: 12.142857, ('air_35c4732dcbfe31be',): RollingMean: 6.571429, ('air_36429b5ca4407b3e',): RollingMean: 18.904762, ('air_36bcf77d3382d36e',): RollingMean: 32.285714, ('air_37189c92b6c761ec',): RollingMean: 19.47619, ('air_375a5241615b5e22',): RollingMean: 7.428571, ('air_382f5ace4e2247b8',): RollingMean: 8.761905, ('air_383f5b2f8d345a49',): RollingMean: 14.238095, ('air_38746ffe9aa20c7e',): RollingMean: 4., ('air_396166d47733d5c9',): RollingMean: 24.952381, ('air_396942e6423a2145',): RollingMean: 19.333333, ('air_397d3f32a7196aa2',): RollingMean: 31.190476, ('air_3980af67be35afdb',): RollingMean: 17.380952, ('air_3982a2c4ea2ed431',): RollingMean: 31.714286, ('air_399904bdb7685ca0',): RollingMean: 26., ('air_39dccf7df20b1c6a',): RollingMean: 24.809524, ('air_3a8a3f8fb5cd7f88',): RollingMean: 21.285714, ('air_3aa839e8e0cb6c87',): RollingMean: 27.380952, ('air_3ac24136722e2291',): RollingMean: 14., ('air_3b20733899b5287f',): RollingMean: 39.904762, ('air_3b6438b125086430',): RollingMean: 13.380952, ('air_3bb99a1fe0583897',): RollingMean: 37.904762, ('air_3bd49f98ab7f36ab',): RollingMean: 11.809524, ('air_3c05c8f26c611eb9',): RollingMean: 23.380952, ('air_3c938075889fc059',): RollingMean: 28.428571, ('air_3cad29d1a23209d2',): RollingMean: 9.142857, ('air_3caef3f76b8f26c5',): RollingMean: 25.761905, ('air_3d3a2b509180e798',): RollingMean: 17.142857, ('air_3e6cea17a9d2c0f1',): RollingMean: 17.714286, ('air_3e93f3c81008696d',): RollingMean: 34.47619, ('air_3f91d592acd6cc0b',): RollingMean: 24.666667, ('air_401b39f97e56b939',): RollingMean: 12.095238, ('air_4043b7ccfbffa732',): RollingMean: 43.428571, ('air_4092cfbd95a3ac1b',): RollingMean: 26.761905, ('air_40953e2d8b4f2857',): RollingMean: 17.47619, ('air_40f6193ea3ed1b91',): RollingMean: 15.190476, ('air_414ff459ed18fa48',): RollingMean: 16.333333, ('air_41bbf6e1d9814c4b',): RollingMean: 7.714286, ('air_421670f21da5ba31',): RollingMean: 17.52381, ('air_4254c3fc3ad078bd',): RollingMean: 10.904762, ('air_42c9aa6d617c5057',): RollingMean: 43.142857, ('air_42d41eb58cad170e',): RollingMean: 27.571429, ('air_43b65e4b05bff2d3',): RollingMean: 21.952381, ('air_43d577e0c9460e64',): RollingMean: 38.571429, ('air_4433ab8e9999915f',): RollingMean: 19.619048, ('air_4481a87c1d7c9896',): RollingMean: 22.095238, ('air_452100f5305dde64',): RollingMean: 7.571429, ('air_45326ebb8dc72cfb',): RollingMean: 30.714286, ('air_4570f52104fe0982',): RollingMean: 7.285714, ('air_4579cb0669fd411b',): RollingMean: 16.380952, ('air_457efe8c3a30ea17',): RollingMean: 7.142857, ('air_464a62de0d57be1e',): RollingMean: 25.619048, ('air_465bddfed3353b23',): RollingMean: 25.952381, ('air_47070be6093f123e',): RollingMean: 48.52381, ('air_472b19e3b5bffa41',): RollingMean: 14.47619, ('air_473cf23b9e7c0a37',): RollingMean: 8.571429, ('air_473f98b212d37b4a',): RollingMean: 27.142857, ('air_47beaffd3806c979',): RollingMean: 20.47619, ('air_483eba479dc9910d',): RollingMean: 26.095238, ('air_48e9fc98b62495a7',): RollingMean: 18.380952, ('air_48f4da6223571da4',): RollingMean: 22.190476, ('air_48ffd31594bc3263',): RollingMean: 4.857143, ('air_49211568cab5fdee',): RollingMean: 23.380952, ('air_4974785f48853db9',): RollingMean: 6.428571, ('air_4b251b9f8373f1ae',): RollingMean: 27.714286, ('air_4b380b4db9d37883',): RollingMean: 25.571429, ('air_4b55d8aea1d2b395',): RollingMean: 36.904762, ('air_4b9085d0d46a6211',): RollingMean: 29.428571, ('air_4beac252540f865e',): RollingMean: 39.714286, ('air_4c2ed28f3f19ca52',): RollingMean: 13.857143, ('air_4c665a2bfff0da3b',): RollingMean: 8.666667, ('air_4c727b55acdee495',): RollingMean: 14.809524, ('air_4cab15ad29c0ffbc',): RollingMean: 20.047619, ('air_4cab91146e3d1897',): RollingMean: 14.47619, ('air_4cca5666eaf5c709',): RollingMean: 29.714286, ('air_4ce7b17062a1bf73',): RollingMean: 9.047619, ('air_4d21676ed11f0bac',): RollingMean: 30., ('air_4d71826793c09b22',): RollingMean: 21.333333, ('air_4d90a22572fa1ec9',): RollingMean: 26.238095, ('air_4de6d887a7b1c1fc',): RollingMean: 15.52381, ('air_4dea8d17f6f59c56',): RollingMean: 23.285714, ('air_4e1c38f68f435596',): RollingMean: 35.952381, ('air_4f762e840b3996e1',): RollingMean: 11.380952, ('air_4feeb8600f131e43',): RollingMean: 57.428571, ('air_500641aca4cf673c',): RollingMean: 15.666667, ('air_506fe758114df773',): RollingMean: 27.619048, ('air_51281cd059d7b89b',): RollingMean: 12.285714, ('air_51319e7acf0438cf',): RollingMean: 12.952381, ('air_52a08ef3efdb4bb0',): RollingMean: 44.904762, ('air_52e2a1fd42bc917a',): RollingMean: 10.761905, ('air_536043fcf1a4f8a4',): RollingMean: 28.238095, ('air_539d693f7317c62d',): RollingMean: 17.285714, ('air_546b353cbea4a45b',): RollingMean: 16.52381, ('air_5485912b44f976de',): RollingMean: 8.809524, ('air_54d6c25d33f5260e',): RollingMean: 38.47619, ('air_54ed43163b7596c4',): RollingMean: 17.047619, ('air_55390f784018349a',): RollingMean: 47.285714, ('air_55c3627912b9c849',): RollingMean: 9.952381, ('air_55e11c33d4758131',): RollingMean: 22.571429, ('air_56cd12f31a0afc04',): RollingMean: 30.619048, ('air_56cebcbd6906e04c',): RollingMean: 17.857143, ('air_56ea46c14b2dd967',): RollingMean: 39.047619, ('air_57013002b912772b',): RollingMean: 4.52381, ('air_573ecdf81b157d22',): RollingMean: 28.380952, ('air_57c9eea1a2b66e65',): RollingMean: 13.904762, ('air_57ed725a1930a5b9',): RollingMean: 17., ('air_5878b6f2a9da12c1',): RollingMean: 11.809524, ('air_59cc9b2b209c6331',): RollingMean: 10.809524, ('air_5a9a6cbeeb434c08',): RollingMean: 25.142857, ('air_5acc13d655a6e8b2',): RollingMean: 25.238095, ('air_5afb1cca48ceaa19',): RollingMean: 41.333333, ('air_5b6d18c470bbfaf9',): RollingMean: 34.142857, ('air_5b704df317ed1962',): RollingMean: 2.095238, ('air_5bd22f9cc1426a90',): RollingMean: 29.095238, ('air_5c65468938c07fa5',): RollingMean: 14., ('air_5c7489c9ec755e2d',): RollingMean: 40.380952, ('air_5c817ef28f236bdf',): RollingMean: 43.238095, ('air_5cb030b9f0b91537',): RollingMean: 10.238095, ('air_5cfc537125d97f16',): RollingMean: 9.952381, ('air_5d7c744c3a2ef624',): RollingMean: 30.47619, ('air_5d945ade487cdf4d',): RollingMean: 12.714286, ('air_5dea8a7a5bf5eb71',): RollingMean: 31.047619, ('air_5e339a1f364cdb00',): RollingMean: 10.428571, ('air_5e34c6fe6fabd10e',): RollingMean: 18.809524, ('air_5e70fe82f9e4fab6',): RollingMean: 15.857143, ('air_5e939e005bd34633',): RollingMean: 3.190476, ('air_5ed3198e4a5eed0f',): RollingMean: 39.190476, ('air_5f3a3ef4cba110a4',): RollingMean: 31.47619, ('air_5f6fa1b897fe80d5',): RollingMean: 28.809524, ('air_5fbda8e9302f7c13',): RollingMean: 26.47619, ('air_602ca92c0db34f8f',): RollingMean: 21.142857, ('air_609050e4e4f79ae1',): RollingMean: 11.714286, ('air_60a7057184ec7ec7',): RollingMean: 27.761905, ('air_60aa54ecbc602348',): RollingMean: 5.095238, ('air_6108821ffafa9b72',): RollingMean: 25.809524, ('air_614e2f7e76dff854',): RollingMean: 11.285714, ('air_61668cc2b0778898',): RollingMean: 10., ('air_61b8d37c33617f21',): RollingMean: 27.52381, ('air_61de73b097513f58',): RollingMean: 10.714286, ('air_622375b4815cf5cb',): RollingMean: 35.142857, ('air_627cabe2fe53f33f',): RollingMean: 14.904762, ('air_629d9935273c82ae',): RollingMean: 21.428571, ('air_629edf21ea38ac2d',): RollingMean: 37.571429, ('air_632ba66e1f75aa28',): RollingMean: 17.857143, ('air_638c35eb25e53eea',): RollingMean: 20.619048, ('air_63a750d8b4b6a976',): RollingMean: 24.047619, ('air_63a88d81295195ed',): RollingMean: 29.809524, ('air_63b13c56b7201bd9',): RollingMean: 20., ('air_63e28ee0b0c955a7',): RollingMean: 23.571429, ('air_640cf4835f0d9ba3',): RollingMean: 24.47619, ('air_6411203a47b5ec77',): RollingMean: 10.095238, ('air_645cb18b33f938cf',): RollingMean: 16.047619, ('air_646b93e336f0dded',): RollingMean: 6.619048, ('air_64a5d5c1381837af',): RollingMean: 40.571429, ('air_64d4491ad8cdb1c6',): RollingMean: 14.047619, ('air_650f9b9de0c5542c',): RollingMean: 24., ('air_657a0748462f85de',): RollingMean: 7.952381, ('air_65e294f1ae6df9c3',): RollingMean: 23., ('air_6607fe3671242ce3',): RollingMean: 40.190476, ('air_670a0c1c4108bcea',): RollingMean: 25.285714, ('air_671b4bea84dafb67',): RollingMean: 27., ('air_673acd9fa5e0dd78',): RollingMean: 5.857143, ('air_67483104fa38ef6c',): RollingMean: 30.904762, ('air_675aa35cba456fd1',): RollingMean: 46.666667, ('air_67f87c159d9e2ee2',): RollingMean: 39.47619, ('air_68147db09287bf74',): RollingMean: 23.190476, ('air_681b0c56328dd2af',): RollingMean: 33.285714, ('air_681f96e6a6595f82',): RollingMean: 41.952381, ('air_68301bcb11e2f389',): RollingMean: 24., ('air_683371d9baabf410',): RollingMean: 32., ('air_6836438b543ba698',): RollingMean: 13.285714, ('air_6873982b9e19c7ad',): RollingMean: 5.190476, ('air_68c1de82037d87e6',): RollingMean: 23.761905, ('air_68cc910e7b307b09',): RollingMean: 7.428571, ('air_68d075113f368946',): RollingMean: 20.142857, ('air_6902e4ec305b3d08',): RollingMean: 38.761905, ('air_694571ea13fb9e0e',): RollingMean: 30.904762, ('air_6a15e4eae523189d',): RollingMean: 19.285714, ('air_6b15edd1b4fbb96a',): RollingMean: 30.238095, ('air_6b2268863b14a2af',): RollingMean: 18.238095, ('air_6b65745d432fd77f',): RollingMean: 23.571429, ('air_6b7678aae65d2d59',): RollingMean: 6.904762, ('air_6b942d5ebbc759c2',): RollingMean: 13.571429, ('air_6b9fa44a9cf504a1',): RollingMean: 6.142857, ('air_6c1128955c58b690',): RollingMean: 14.095238, ('air_6c91a28278a16f64',): RollingMean: 10.380952, ('air_6c952e3c6e590945',): RollingMean: 15.285714, ('air_6ca1d941c8199a67',): RollingMean: 26.619048, ('air_6cbe54f0aa30b615',): RollingMean: 17., ('air_6ced51c24fb54262',): RollingMean: 8.380952, ('air_6d64dba2edd4fc0c',): RollingMean: 9.857143, ('air_6d65542aa43b598b',): RollingMean: 28.095238, ('air_6d65dd11d96e00fb',): RollingMean: 5.285714, ('air_6e06824d0934dd81',): RollingMean: 21.285714, ('air_6e3fd96320d24324',): RollingMean: 9.190476, ('air_6e64fb5821402cd2',): RollingMean: 8.619048, ('air_6ff5fca957798daa',): RollingMean: 7.190476, ('air_707d4b6328f2c2df',): RollingMean: 29.571429, ('air_709262d948dd0b6e',): RollingMean: 11., ('air_70e9e8cd55879414',): RollingMean: 10.857143, ('air_70f834596eb99fee',): RollingMean: 21.333333, ('air_710d6537cb7623df',): RollingMean: 29.904762, ('air_712dd258f7f91b4b',): RollingMean: 15.142857, ('air_71903025d39a4571',): RollingMean: 14.809524, ('air_722297e7f26db91d',): RollingMean: 11.904762, ('air_728ff578acc6ac6e',): RollingMean: 9.809524, ('air_72f5146cf0c49beb',): RollingMean: 13.238095, ('air_735bcbe1763d6e98',): RollingMean: 8.047619, ('air_73f316e6a18d8aa9',): RollingMean: 23.238095, ('air_7420042ff75f9aca',): RollingMean: 35., ('air_746211c0b532e8aa',): RollingMean: 49.190476, ('air_747f375eb3900e1e',): RollingMean: 5.047619, ('air_74cf22153214064c',): RollingMean: 11.095238, ('air_7514d90009613cd6',): RollingMean: 56.857143, ('air_754ae581ad80cc9f',): RollingMean: 14.380952, ('air_75864c80d2fb334a',): RollingMean: 10.714286, ('air_75bd5d1b6dc6670d',): RollingMean: 12.952381, ('air_764f71040a413d4d',): RollingMean: 51.142857, ('air_77488fa378cf98c3',): RollingMean: 8.904762, ('air_77dfc83450cbc89c',): RollingMean: 43.857143, ('air_7831b00996701c0f',): RollingMean: 25.952381, ('air_789103bf53b8096b',): RollingMean: 58.52381, ('air_789466e488705c93',): RollingMean: 25.285714, ('air_78df4dc6a7e83e41',): RollingMean: 19.238095, ('air_79afb3f52b4d062c',): RollingMean: 9., ('air_79f528087f49df06',): RollingMean: 32.047619, ('air_7a81bd7fadcbf3d8',): RollingMean: 6.190476, ('air_7a946aada80376a4',): RollingMean: 13.952381, ('air_7bacc4d36fb094c9',): RollingMean: 6.285714, ('air_7bc6ca04d7b0f3b8',): RollingMean: 15.52381, ('air_7bda6048a4a78837',): RollingMean: 24.714286, ('air_7c7774c66fb237f7',): RollingMean: 8.714286, ('air_7cc17a324ae5c7dc',): RollingMean: 15.095238, ('air_7cf5a02c0e01b647',): RollingMean: 31.238095, ('air_7d65049f9d275c0d',): RollingMean: 9.380952, ('air_7dacea2f22afccfb',): RollingMean: 29.285714, ('air_7db266904cb0d72a',): RollingMean: 14.047619, ('air_7e12c5d27f44a8de',): RollingMean: 24.714286, ('air_7ef9a5ea5c8fe39f',): RollingMean: 10.666667, ('air_7f3dc18494bce98b',): RollingMean: 13.761905, ('air_7f9e15afafcf4c75',): RollingMean: 35.190476, ('air_7fbf7649eb13ad9b',): RollingMean: 19.333333, ('air_800c02226e2e0288',): RollingMean: 14.952381, ('air_8093d0b565e9dbdf',): RollingMean: 34.809524, ('air_8110d68cc869b85e',): RollingMean: 45.904762, ('air_81546875de9c8e78',): RollingMean: 5.428571, ('air_81a12d67c22e012f',): RollingMean: 19.285714, ('air_81bd68142db76f58',): RollingMean: 28.047619, ('air_81c2600146d07d16',): RollingMean: 8.714286, ('air_81c5dff692063446',): RollingMean: 9.380952, ('air_820d1919cbecaa0a',): RollingMean: 33.619048, ('air_82a6ae14151953ba',): RollingMean: 36.47619, ('air_831658500aa7c846',): RollingMean: 30.428571, ('air_832f9dbe9ee4ebd3',): RollingMean: 13.809524, ('air_83db5aff8f50478e',): RollingMean: 8.190476, ('air_84060403939d8216',): RollingMean: 14.809524, ('air_848616680ef061bd',): RollingMean: 32.238095, ('air_84f6876ff7e83ae7',): RollingMean: 19.380952, ('air_8523d6a70de49e6c',): RollingMean: 31.380952, ('air_859feab8e3c9f98d',): RollingMean: 22.238095, ('air_85bd13a49370c392',): RollingMean: 11.47619, ('air_86cfbf2624576fad',): RollingMean: 7.047619, ('air_86f7b2109e4abd65',): RollingMean: 53.333333, ('air_87059630ab6fe47f',): RollingMean: 4.380952, ('air_87078cf7903a648c',): RollingMean: 6.142857, ('air_87467487d21891dd',): RollingMean: 15.761905, ('air_8764b3473ddcceaf',): RollingMean: 4.333333, ('air_876d7a23c47811cb',): RollingMean: 16.142857, ('air_877f79706adbfb06',): RollingMean: 11.952381, ('air_87ca98aa7664de94',): RollingMean: 13.47619, ('air_87f9e1024b951f01',): RollingMean: 12.380952, ('air_883ca28ef0ed3d55',): RollingMean: 13.619048, ('air_88c8e34baa79217b',): RollingMean: 28.571429, ('air_88ca84051ba95339',): RollingMean: 18.238095, ('air_88f31db64991768a',): RollingMean: 9.47619, ('air_890d7e28e8eaaa11',): RollingMean: 7.333333, ('air_89e7328af22efe74',): RollingMean: 40.857143, ('air_8a1d21fad48374e8',): RollingMean: 12.380952, ('air_8a59bb0c497b771e',): RollingMean: 27.809524, ('air_8a906e5801eac81c',): RollingMean: 25.095238, ('air_8b4a46dc521bfcfe',): RollingMean: 25.714286, ('air_8c119d1f16049f20',): RollingMean: 24.095238, ('air_8c3175aa5e4fc569',): RollingMean: 60.619048, ('air_8cc350fd70ee0757',): RollingMean: 31.571429, ('air_8ce035ee1d8a56a6',): RollingMean: 19., ('air_8d50c64692322dff',): RollingMean: 10.238095, ('air_8d61f49aa0373492',): RollingMean: 45.571429, ('air_8e429650fcf7a0ae',): RollingMean: 20.047619, ('air_8e4360a64dbd4c50',): RollingMean: 20.333333, ('air_8e492076a1179383',): RollingMean: 59.285714, ('air_8e8f42f047537154',): RollingMean: 29.095238, ('air_8ec47c0f1e2c879e',): RollingMean: 30.619048, ('air_8f13ef0f5e8c64dd',): RollingMean: 6.952381, ('air_8f273fb9ad2fed6f',): RollingMean: 15.571429, ('air_8f3b563416efc6ad',): RollingMean: 12.904762, ('air_900d755ebd2f7bbd',): RollingMean: 82.2, ('air_901925b628677c2e',): RollingMean: 9.333333, ('air_90213bcae4afa274',): RollingMean: 26.761905, ('air_90bd5de52c166767',): RollingMean: 23.142857, ('air_90ed0a2f24755533',): RollingMean: 38.952381, ('air_90f0efbb702d77b7',): RollingMean: 30.047619, ('air_9105a29b0eb250d2',): RollingMean: 18.190476, ('air_91236b89d29567af',): RollingMean: 20.571429, ('air_9152d9926e5c4a3a',): RollingMean: 37.47619, ('air_915558a55c2bc56c',): RollingMean: 18.190476, ('air_91beafbba9382b0a',): RollingMean: 34.904762, ('air_91d72e16c4bcba55',): RollingMean: 15.809524, ('air_9241121af22ff1d6',): RollingMean: 31.619048, ('air_929d8513e3cdb423',): RollingMean: 7.619048, ('air_931a8a4321b6e7d1',): RollingMean: 5.714286, ('air_9352c401d5adb01b',): RollingMean: 27.904762, ('air_9387ff95e886ebc7',): RollingMean: 18.380952, ('air_938ef91ecdde6878',): RollingMean: 22.047619, ('air_939964477035ef0b',): RollingMean: 19.571429, ('air_93b9bb641f8fc982',): RollingMean: 27.047619, ('air_93dd7070c9bf5453',): RollingMean: 34.095238, ('air_93ebe490d4abb8e9',): RollingMean: 16.47619, ('air_9438d67241c81314',): RollingMean: 35.666667, ('air_947eb2cae4f3e8f2',): RollingMean: 34., ('air_9483d65e9cc9a6b7',): RollingMean: 14.47619, ('air_950381108f839348',): RollingMean: 30.095238, ('air_95d28905941fd4cb',): RollingMean: 29.47619, ('air_95e917913cd988f3',): RollingMean: 24.428571, ('air_96005f79124e12bf',): RollingMean: 41.619048, ('air_965b2e0cf4119003',): RollingMean: 53.904762, ('air_96743eee94114261',): RollingMean: 13.904762, ('air_96773a6236d279b1',): RollingMean: 25.714286, ('air_968d72c12eed09f0',): RollingMean: 19.285714, ('air_96929a799b12a43e',): RollingMean: 27.761905, ('air_96ec3cfe78cb0652',): RollingMean: 18.047619, ('air_97159fc4e90053fe',): RollingMean: 23.714286, ('air_97958e7fce98b6a3',): RollingMean: 19.095238, ('air_97b2a9f975fc702c',): RollingMean: 34.285714, ('air_97cf68dc1a9beac0',): RollingMean: 12.428571, ('air_97e0f2feec4d577a',): RollingMean: 16.142857, ('air_9828505fefc77d75',): RollingMean: 14.857143, ('air_98b54e32ccddd896',): RollingMean: 17.952381, ('air_990a642a3deb2903',): RollingMean: 34.428571, ('air_99157b6163835eec',): RollingMean: 36.285714, ('air_99a5183695b849f9',): RollingMean: 35.52381, ('air_99b01136f451fc0e',): RollingMean: 40.761905, ('air_99c3eae84130c1cb',): RollingMean: 41.095238, ('air_9a30407764f4ff84',): RollingMean: 17.428571, ('air_9a6f6e7f623003d2',): RollingMean: 3.190476, ('air_9aa32b3db0fab3a5',): RollingMean: 16.095238, ('air_9aa92007e3628dbc',): RollingMean: 31.333333, ('air_9ae7081cb77dc51e',): RollingMean: 28.714286, ('air_9b13c7feb0a0c431',): RollingMean: 10.52381, ('air_9b6af3db40da4ae2',): RollingMean: 28., ('air_9bbc673495e23532',): RollingMean: 4.571429, ('air_9bf0ccac497c4af3',): RollingMean: 43.142857, ('air_9bf595ef095572fb',): RollingMean: 25.571429, ('air_9c6787aa03a45586',): RollingMean: 97.809524, ('air_9ca2767761efff4d',): RollingMean: 10.190476, ('air_9cd5e310f488bced',): RollingMean: 13.666667, ('air_9cf2f1ba86229773',): RollingMean: 32.142857, ('air_9d3482b4680aee88',): RollingMean: 10.190476, ('air_9d452a881f7f2bb7',): RollingMean: 9.142857, ('air_9d474ec2448c700d',): RollingMean: 12.380952, ('air_9d5a980b211e1795',): RollingMean: 11.285714, ('air_9d93d95720f2e831',): RollingMean: 7.52381, ('air_9dc9483f717d73ee',): RollingMean: 5.47619, ('air_9dd7d38b0f1760c4',): RollingMean: 2.428571, ('air_9e920b758503ef54',): RollingMean: 5.571429, ('air_9efaa7ded03c5a71',): RollingMean: 10.238095, ('air_9f277fb7a2c1d842',): RollingMean: 11.571429, ('air_9fc607777ad76b26',): RollingMean: 16.761905, ('air_a083834e7ffe187e',): RollingMean: 19.904762, ('air_a11473cc1eb9a27f',): RollingMean: 35.714286, ('air_a17f0778617c76e2',): RollingMean: 37.571429, ('air_a1fe8c588c8d2f30',): RollingMean: 15., ('air_a218912784bf767d',): RollingMean: 14.809524, ('air_a21ffca0bea1661a',): RollingMean: 1.095238, ('air_a239a44805932bab',): RollingMean: 33.047619, ('air_a24bf50c3e90d583',): RollingMean: 20.142857, ('air_a2567267116a3b75',): RollingMean: 16.142857, ('air_a257c9749d8d0ff6',): RollingMean: 19., ('air_a271c9ba19e81d17',): RollingMean: 27.52381, ('air_a2b29aa7feb4e36f',): RollingMean: 16.761905, ('air_a304330715435390',): RollingMean: 7.714286, ('air_a33461f4392ec62c',): RollingMean: 28.857143, ('air_a373500730e2a9e0',): RollingMean: 10.47619, ('air_a38f25e3399d1b25',): RollingMean: 43.571429, ('air_a41b032371a63427',): RollingMean: 11.571429, ('air_a49f1cf0634f13e5',): RollingMean: 24.238095, ('air_a510dcfe979f09eb',): RollingMean: 14.571429, ('air_a546cbf478a8b6e4',): RollingMean: 28.095238, ('air_a55d17bd3f3033cb',): RollingMean: 12.952381, ('air_a563896da3777078',): RollingMean: 21.714286, ('air_a678e5b144ca24ce',): RollingMean: 15.52381, ('air_a7404a854919e990',): RollingMean: 8., ('air_a8533b7a992bb0ca',): RollingMean: 17.619048, ('air_a85f0c0c889f6b7e',): RollingMean: 42.761905, ('air_a85f8c0bfd61889f',): RollingMean: 12.952381, ('air_a88ac559064dec08',): RollingMean: 33.809524, ('air_a9133955abccf071',): RollingMean: 27.952381, ('air_a9178f19da58fe99',): RollingMean: 6.857143, ('air_a9a380530c1e121f',): RollingMean: 40.52381, ('air_aa0049fe3cc6f4d6',): RollingMean: 9.380952, ('air_ab3ae0e410b20069',): RollingMean: 16.52381, ('air_ab9746a0f83084b7',): RollingMean: 8.857143, ('air_abcdc8115988a010',): RollingMean: 11.809524, ('air_abf06fcca748dca5',): RollingMean: 8.428571, ('air_ac7a7427c9ae12a5',): RollingMean: 59.095238, ('air_ad13e71e21235131',): RollingMean: 19.666667, ('air_ad60f6b76c9df7ed',): RollingMean: 22.809524, ('air_ad7777590c884721',): RollingMean: 8.142857, ('air_add9a575623726c8',): RollingMean: 41.714286, ('air_ade6e836ffd1da64',): RollingMean: 8.857143, ('air_aed3a8b49abe4a48',): RollingMean: 5.857143, ('air_af03c277a167b2bd',): RollingMean: 25.904762, ('air_af24e3e817dea1e5',): RollingMean: 15.095238, ('air_af63df35857b16e6',): RollingMean: 23.142857, ('air_b0a6a4c5e95c74cf',): RollingMean: 17.190476, ('air_b162fb07fbbdea33',): RollingMean: 14.809524, ('air_b192fb5310436005',): RollingMean: 7.666667, ('air_b1a72bf1ebf4b8ef',): RollingMean: 65.095238, ('air_b1bb1fae86617d7a',): RollingMean: 35.333333, ('air_b1d822f75c9fc615',): RollingMean: 10.142857, ('air_b2395df0e874078d',): RollingMean: 6.47619, ('air_b23d0f519291247d',): RollingMean: 26.428571, ('air_b259b4e4a51a690d',): RollingMean: 21.047619, ('air_b28bed4b2e7167b7',): RollingMean: 16., ('air_b2a639cc7e02edf1',): RollingMean: 19.47619, ('air_b2d8bc9c88b85f96',): RollingMean: 16.666667, ('air_b2d97bd2337c5ba7',): RollingMean: 31.952381, ('air_b2dcec37b83e2494',): RollingMean: 7.904762, ('air_b30fffd7ab1e75a5',): RollingMean: 10.047619, ('air_b3180b74332ba886',): RollingMean: 11.52381, ('air_b3a824511477a4ed',): RollingMean: 6.380952, ('air_b439391e72899756',): RollingMean: 19.190476, ('air_b45b8e456f53942a',): RollingMean: 11., ('air_b4f32bcc399da2b9',): RollingMean: 29.190476, ('air_b5598d12d1b84890',): RollingMean: 5.380952, ('air_b5bdd318005d9aa4',): RollingMean: 36.809524, ('air_b60cc7d6aee68194',): RollingMean: 11.52381, ('air_b711b43ae472cb6b',): RollingMean: 19.809524, ('air_b7fa3d2fca744dd2',): RollingMean: 41.333333, ('air_b80fed1a07c817d2',): RollingMean: 4.666667, ('air_b88192b35ac03c24',): RollingMean: 15.666667, ('air_b8925441167c3152',): RollingMean: 2.047619, ('air_b8a5ee69e5fdcc5b',): RollingMean: 38., ('air_b8d9e1624baaadc2',): RollingMean: 5.952381, ('air_b9e27558fb8bd5c4',): RollingMean: 12.47619, ('air_ba495cccc8f0f237',): RollingMean: 15.904762, ('air_ba937bf13d40fb24',): RollingMean: 17.285714, ('air_bac5f4441db21db9',): RollingMean: 40.761905, ('air_baf28ac9f13a307d',): RollingMean: 15.619048, ('air_bb09595bab7d5cfb',): RollingMean: 27.809524, ('air_bb26d6d079594414',): RollingMean: 11.571429, ('air_bb4ff06cd661ee9b',): RollingMean: 34.428571, ('air_bbe1c1a47e09f161',): RollingMean: 1.52381, ('air_bc991c51d6613745',): RollingMean: 20.095238, ('air_bc9a129e11a2efe0',): RollingMean: 31.666667, ('air_bcce1ea4350b7b72',): RollingMean: 18.52381, ('air_bd74a9222edfdfe1',): RollingMean: 12.904762, ('air_bdd32aa407c16335',): RollingMean: 16.428571, ('air_bebd55ed63ab2422',): RollingMean: 8.571429, ('air_bed603c423b7d9d4',): RollingMean: 5.428571, ('air_bedd35489e666605',): RollingMean: 39.714286, ('air_bf13014b6e3e60ca',): RollingMean: 32.952381, ('air_bf21b8350771879b',): RollingMean: 26.809524, ('air_bf617aa68d5f1cfa',): RollingMean: 6.809524, ('air_bf7591560077332d',): RollingMean: 8.904762, ('air_bfafaed35e213fd7',): RollingMean: 11.952381, ('air_bfda7731a6c6fc61',): RollingMean: 19.428571, ('air_c027e2b560442808',): RollingMean: 15., ('air_c0385db498b391e5',): RollingMean: 31.904762, ('air_c1d5d165c055b866',): RollingMean: 30., ('air_c1ff20617c54fee7',): RollingMean: 7.809524, ('air_c225148c0fcc5c72',): RollingMean: 36.52381, ('air_c2626f5f86d57342',): RollingMean: 16.904762, ('air_c26f027b5bc1f081',): RollingMean: 5.142857, ('air_c28983412a7eefcf',): RollingMean: 38.809524, ('air_c2c8435bdb3516d4',): RollingMean: 30.619048, ('air_c31472d14e29cee8',): RollingMean: 13.142857, ('air_c3585b0fba3998d0',): RollingMean: 8.904762, ('air_c3bc011cca3bec65',): RollingMean: 7.666667, ('air_c3dcaf3aeb18e20e',): RollingMean: 17., ('air_c47aa7493b15f297',): RollingMean: 20.571429, ('air_c4fa5c562d5409ca',): RollingMean: 13.52381, ('air_c52c63c781fe48f6',): RollingMean: 27.761905, ('air_c5459218282bedd5',): RollingMean: 23.809524, ('air_c66dbd2c37832d00',): RollingMean: 17.285714, ('air_c6a164dd4060e960',): RollingMean: 12.952381, ('air_c6aa2efba0ffc8eb',): RollingMean: 29.571429, ('air_c6ffd6a93e6b68d6',): RollingMean: 15.571429, ('air_c73d319ffabf287a',): RollingMean: 16.095238, ('air_c759b6abeb552160',): RollingMean: 9.095238, ('air_c77ee2b7d36da265',): RollingMean: 42.095238, ('air_c7d30ab0e07f31d5',): RollingMean: 16.095238, ('air_c7f78b4f3cba33ff',): RollingMean: 23.952381, ('air_c8265ecc116f2284',): RollingMean: 8.428571, ('air_c88467d88b2c8ecd',): RollingMean: 19.952381, ('air_c8a657c8c5c93d69',): RollingMean: 7.142857, ('air_c8c0ef02ed72053f',): RollingMean: 27.190476, ('air_c8fe396d6c46275d',): RollingMean: 16.142857, ('air_c92745dfdd2ec68a',): RollingMean: 18.52381, ('air_c9ed65554b6edffb',): RollingMean: 11.809524, ('air_c9f6de13be8b8f25',): RollingMean: 3.809524, ('air_ca1315af9e073bd1',): RollingMean: 42.380952, ('air_ca6ae8d49a2f1eaf',): RollingMean: 21.380952, ('air_ca957d3a1529fbd3',): RollingMean: 33.619048, ('air_cadf9cfb510a1d78',): RollingMean: 32.666667, ('air_caf996ac27206301',): RollingMean: 4.52381, ('air_cb083b4789a8d3a2',): RollingMean: 17.52381, ('air_cb25551c4cd8d9f3',): RollingMean: 9.428571, ('air_cb7467aed805e7fe',): RollingMean: 36.095238, ('air_cb935ff8610ba3d3',): RollingMean: 5.952381, ('air_cbe139af83feb388',): RollingMean: 10.428571, ('air_cbe867adcf44e14f',): RollingMean: 15.380952, ('air_cc1a0e985ce63711',): RollingMean: 30., ('air_cc35590cd1da8554',): RollingMean: 18.190476, ('air_ccd19a5bc5573ae5',): RollingMean: 35.904762, ('air_cd4b301d5d3918d8',): RollingMean: 6.47619, ('air_cd5f54969be9ed08',): RollingMean: 7.142857, ('air_ced6297e5bdf5130',): RollingMean: 25.809524, ('air_cf2229e64408d9fe',): RollingMean: 16.571429, ('air_cf22e368c1a71d53',): RollingMean: 36.428571, ('air_cf5ab75a0afb8af9',): RollingMean: 45.190476, ('air_cfcc94797d2b5d3d',): RollingMean: 17.333333, ('air_cfdeb326418194ff',): RollingMean: 14.761905, ('air_d00161e19f08290b',): RollingMean: 26.666667, ('air_d00a15343325e5f7',): RollingMean: 17.571429, ('air_d07e57b21109304a',): RollingMean: 11.142857, ('air_d0a1e69685259c92',): RollingMean: 33.190476, ('air_d0a7bd3339c3d12a',): RollingMean: 36.714286, ('air_d0e8a085d8dc83aa',): RollingMean: 7.952381, ('air_d138b593ebda55cc',): RollingMean: 5.380952, ('air_d1418d6fd6d634f2',): RollingMean: 15.714286, ('air_d186b2cb0b9ce022',): RollingMean: 13.380952, ('air_d1f20424f76cc78e',): RollingMean: 19.333333, ('air_d34c0861a2be94cb',): RollingMean: 43.142857, ('air_d3e7b5952cd09ccb',): RollingMean: 19.714286, ('air_d44d210d2994f01b',): RollingMean: 5.714286, ('air_d473620754bf9fc2',): RollingMean: 12.904762, ('air_d477b6339b8ce69f',): RollingMean: 8.047619, ('air_d4981cdde163b172',): RollingMean: 24.714286, ('air_d4b5a4b04c5f2d04',): RollingMean: 12.619048, ('air_d4d218b451f82c3d',): RollingMean: 9.904762, ('air_d500b48a8735fbd3',): RollingMean: 17.47619, ('air_d54d6fcb116fbed3',): RollingMean: 4.428571, ('air_d5e0a20370c325c7',): RollingMean: 29.190476, ('air_d63cfa6d6ab78446',): RollingMean: 18.238095, ('air_d69b08a175bc0387',): RollingMean: 10.809524, ('air_d6b3e67261f07646',): RollingMean: 14.666667, ('air_d8abb9e490abf94f',): RollingMean: 12.380952, ('air_d97dabf7aae60da5',): RollingMean: 33.190476, ('air_d98380a4aeb0290b',): RollingMean: 42.761905, ('air_daa7947e1c47f5ed',): RollingMean: 34., ('air_dabfbd0ec951925a',): RollingMean: 7.142857, ('air_dad0b6a36138f309',): RollingMean: 5.571429, ('air_db1233ad855b34d5',): RollingMean: 25.52381, ('air_db4b38ebe7a7ceff',): RollingMean: 23.714286, ('air_db80363d35f10926',): RollingMean: 28.714286, ('air_dbf64f1ce38c7442',): RollingMean: 15.47619, ('air_dc0e080ba0a5e5af',): RollingMean: 9.047619, ('air_dc71c6cc06cd1aa2',): RollingMean: 6.190476, ('air_de692863bb2dd758',): RollingMean: 21.238095, ('air_de803f7e324936b8',): RollingMean: 25.619048, ('air_de88770300008624',): RollingMean: 17.428571, ('air_dea0655f96947922',): RollingMean: 35.809524, ('air_df507aec929ce5f6',): RollingMean: 23.285714, ('air_df554c4527a1cfe6',): RollingMean: 52.952381, ('air_df5cf5cd03eb68d0',): RollingMean: 7.380952, ('air_df843e6b22e8d540',): RollingMean: 11.952381, ('air_df9355c47c5df9d3',): RollingMean: 27.52381, ('air_dfad598ff642dab7',): RollingMean: 25.952381, ('air_dfe068a1bf85f395',): RollingMean: 37.857143, ('air_e00fe7853c0100d6',): RollingMean: 20.904762, ('air_e0118664da63a2d0',): RollingMean: 16.333333, ('air_e01d99390355408d',): RollingMean: 11.333333, ('air_e053c561f32acc28',): RollingMean: 19.666667, ('air_e08b9cf82057a170',): RollingMean: 33.333333, ('air_e0aee25b56a069f2',): RollingMean: 14.428571, ('air_e0e69668214ff972',): RollingMean: 9.904762, ('air_e0f241bd406810c0',): RollingMean: 32.285714, ('air_e1b76fcb5208fb6b',): RollingMean: 13.52381, ('air_e2208a79e2678432',): RollingMean: 47.714286, ('air_e270aff84ac7e4c8',): RollingMean: 24.571429, ('air_e3020992d5fe5dfd',): RollingMean: 12.190476, ('air_e34c631c766f2766',): RollingMean: 24.47619, ('air_e42bdc3377d1eee7',): RollingMean: 21.190476, ('air_e483f5b3c4f310e0',): RollingMean: 5.380952, ('air_e524c6a9e06cc3a1',): RollingMean: 8.238095, ('air_e55abd740f93ecc4',): RollingMean: 45.666667, ('air_e57dd6884595f60d',): RollingMean: 38.571429, ('air_e58f669b6f1a08ce',): RollingMean: 10.761905, ('air_e5cf003abcc5febb',): RollingMean: 11.428571, ('air_e64de0a6bf0739af',): RollingMean: 45.809524, ('air_e657ca554b0c008c',): RollingMean: 22.571429, ('air_e700e390226d9985',): RollingMean: 16.619048, ('air_e76a668009c5dabc',): RollingMean: 7.952381, ('air_e7d2ac6d53d1b744',): RollingMean: 9.952381, ('air_e7fbee4e3cfe65c5',): RollingMean: 33.095238, ('air_e88bbe2ede3467aa',): RollingMean: 24.380952, ('air_e89735e80d614a7e',): RollingMean: 32.428571, ('air_e8ed9335d0c38333',): RollingMean: 26.52381, ('air_e9ebf7fc520ac76a',): RollingMean: 28.904762, ('air_ea6d0c3acf00b22a',): RollingMean: 21.714286, ('air_ea7c16131980c837',): RollingMean: 7.190476, ('air_eb120e6d384a17a8',): RollingMean: 42.809524, ('air_eb20a89bba7dd3d0',): RollingMean: 2.952381, ('air_eb2d2653586315dd',): RollingMean: 32.380952, ('air_eb5788dba285e725',): RollingMean: 23.52381, ('air_ebd31e812960f517',): RollingMean: 26.47619, ('air_ebe02c3090271fa9',): RollingMean: 11.333333, ('air_ec0fad2def4dcff0',): RollingMean: 15.904762, ('air_eca4a5a191e8d993',): RollingMean: 25.714286, ('air_eca5e0064dc9314a',): RollingMean: 34.571429, ('air_ecab54b57a71b10d',): RollingMean: 13.285714, ('air_eceb97ad6a7d4c07',): RollingMean: 26.571429, ('air_ecf7f141339f1d57',): RollingMean: 18.428571, ('air_eda179770dfa9f91',): RollingMean: 9.428571, ('air_edd5e3d696a5811b',): RollingMean: 42.761905, ('air_ee3a01f0c71a769f',): RollingMean: 26.761905, ('air_ee3ba9af184c6c82',): RollingMean: 16.904762, ('air_eec5e572b9eb9c23',): RollingMean: 14.52381, ('air_eeeadee005c006a2',): RollingMean: 11.952381, ('air_ef47430bcd6f6a89',): RollingMean: 13.809524, ('air_ef789667e2e6fe96',): RollingMean: 33.190476, ('air_ef920fa6f4b085f6',): RollingMean: 37.857143, ('air_efc80d3f96b3aff7',): RollingMean: 9.190476, ('air_efd70b04de878f25',): RollingMean: 31.428571, ('air_efef1e3daecce07e',): RollingMean: 40.666667, ('air_f068442ebb6c246c',): RollingMean: 11.47619, ('air_f0c7272956e62f12',): RollingMean: 3.714286, ('air_f0fb0975bdc2cdf9',): RollingMean: 11.285714, ('air_f1094dbf2aef85d9',): RollingMean: 6.142857, ('air_f180301886c21375',): RollingMean: 14.142857, ('air_f183a514cb8ff4fa',): RollingMean: 43.238095, ('air_f1f9027d4fa8f653',): RollingMean: 28.714286, ('air_f267dd70a6a6b5d3',): RollingMean: 57.714286, ('air_f26f36ec4dc5adb0',): RollingMean: 38.809524, ('air_f2985de32bb792e0',): RollingMean: 31.47619, ('air_f2c5a1f24279c531',): RollingMean: 15.428571, ('air_f3602e4fa2f12993',): RollingMean: 12.52381, ('air_f3f9824b7d70c3cf',): RollingMean: 15.809524, ('air_f4936b91c9addbf0',): RollingMean: 15.666667, ('air_f593fa60ac3541e2',): RollingMean: 12.285714, ('air_f690c42545146e0a',): RollingMean: 12.142857, ('air_f6b2489ccf873c3b',): RollingMean: 15.857143, ('air_f6bfd27e2e174d16',): RollingMean: 12.714286, ('air_f6cdaf7b7fdc6d78',): RollingMean: 8.714286, ('air_f8233ad00755c35c',): RollingMean: 30.333333, ('air_f85e21e543cf44f2',): RollingMean: 5.666667, ('air_f88898cd09f40496',): RollingMean: 7.952381, ('air_f911308e19d64236',): RollingMean: 43.666667, ('air_f9168b23fdfc1e52',): RollingMean: 17.47619, ('air_f927b2da69a82341',): RollingMean: 10.47619, ('air_f957c6d6467d4d90',): RollingMean: 10.47619, ('air_f96765e800907c77',): RollingMean: 45.190476, ('air_fa12b40b02fecfd8',): RollingMean: 15.52381, ('air_fa4ffc9057812fa2',): RollingMean: 4.904762, ('air_fab092c35776a9b1',): RollingMean: 10.809524, ('air_fb44f566d4f64a4e',): RollingMean: 15.809524, ('air_fbadf737162a5ce3',): RollingMean: 15.047619, ('air_fc477473134e9ae5',): RollingMean: 13.333333, ('air_fcd4492c83f1c6b9',): RollingMean: 21.714286, ('air_fcfbdcf7b1f82c6e',): RollingMean: 37.47619, ('air_fd154088b1de6fa7',): RollingMean: 6.52381, ('air_fd6aac1043520e83',): RollingMean: 33.380952, ('air_fdc02ec4a3d21ea4',): RollingMean: 7.619048, ('air_fdcfef8bd859f650',): RollingMean: 3.52381, ('air_fe22ef5a9cbef123',): RollingMean: 23.142857, ('air_fe58c074ec1445ea',): RollingMean: 31.285714, ('air_fea5dc9594450608',): RollingMean: 15.428571, ('air_fee8dcf4d619598e',): RollingMean: 26.190476, ('air_fef9ccb3ba0da2f7',): RollingMean: 8.857143, ('air_ffcc2d5087e1b476',): RollingMean: 19.952381, ('air_fff68b929994bfbd',): RollingMean: 4.428571}), 'by': ['store_id'], 'how': RollingMean: 0., 'target_name': 'y'}

~['area_name', 'date', 'genre_name', 'latitude', 'longitude', 'store_id']

{'keys': {'area_name', 'date', 'genre_name', 'latitude', 'longitude', 'store_id'}}

StandardScaler

{'counts': Counter({'y_rollingmean_21_by_store_id': 252108, 'y_rollingmean_14_by_store_id': 252108, 'y_rollingmean_7_by_store_id': 252108, 'weekday': 252108, 'is_weekend': 252108}), 'means': defaultdict(<class 'float'>, {'is_weekend': 0.27469576530693085, 'weekday': 3.0196780744759444, 'y_rollingmean_14_by_store_id': 20.897453818387582, 'y_rollingmean_21_by_store_id': 20.901790561001423, 'y_rollingmean_7_by_store_id': 20.895968753375726}), 'vars': defaultdict(<class 'float'>, {'is_weekend': 0.1992380018293697, 'weekday': 3.7017047339732057, 'y_rollingmean_14_by_store_id': 139.4838567930601, 'y_rollingmean_21_by_store_id': 135.6375578980582, 'y_rollingmean_7_by_store_id': 148.74195644058028}), 'with_std': True}

LinearRegression

{'_weights': {'y_rollingmean_21_by_store_id': 8.267976730511931, 'y_rollingmean_14_by_store_id': 3.686020877446722, 'y_rollingmean_7_by_store_id': -0.7363408297986078, 'weekday': 6.318523886308755, 'is_weekend': -2.3783326136424945}, '_y_name': None, 'clip_gradient': 1000000000000.0, 'initializer': Zeros (), 'intercept': 19.9310628051135, 'intercept_init': 0.0, 'intercept_lr': Constant({'learning_rate': 0.01}), 'l2': 0.0, 'loss': Squared({}), 'optimizer': SGD({'lr': Constant({'learning_rate': 0.01}), 'n_iterations': 252108})}