Kaggle competition: PetFinder.my Adoption Prediction
<SOS> metric: QuadraticWeightedKappa Kaggle data source: petfinder.my-adoption-prediction<train_model>
import os
import numpy as np
import pandas as pd
import json
from pandas.io.json import json_normalize
from pprint import pprint
import matplotlib.pyplot as plt
import seaborn as sns
from PIL import Image
from IPython.display import display, HTML
def objective(params):
time1 = time.time()
params = {
'max_depth': int(params['max_depth']),
'gamma': "{:.3f}".format(params['gamma']),
'subsample': "{:.2f}".format(params['subsample']),
'reg_alpha': "{:.3f}".format(params['reg_alpha']),
'reg_lambda': "{:.3f}".format(params['reg_lambda']),
'learning_rate': "{:.3f}".format(params['learning_rate']),
'num_leaves': '{:.3f}'.format(params['num_leaves']),
'colsample_bytree': '{:.3f}'.format(params['colsample_bytree']),
'min_child_samples': '{:.3f}'.format(params['min_child_samples']),
'feature_fraction': '{:.3f}'.format(params['feature_fraction']),
'bagging_fraction': '{:.3f}'.format(params['bagging_fraction'])
 }
print("
print(f"params = {params}")
 FOLDS = 7
count=1
skf = StratifiedKFold(n_splits=FOLDS, shuffle=True, random_state=42)
 tss = TimeSeriesSplit(n_splits=FOLDS)
 y_preds = np.zeros(sample_submission.shape[0])
 y_oof = np.zeros(X_train.shape[0])
 score_mean = 0
for tr_idx, val_idx in tss.split(X_train, y_train):
clf = xgb.XGBClassifier(
 n_estimators=600, random_state=4, verbose=True,
tree_method='gpu_hist',
**params 
)
 X_tr, X_vl = X_train.iloc[tr_idx, :], X_train.iloc[val_idx, :]
y_tr, y_vl = y_train.iloc[tr_idx], y_train.iloc[val_idx]
clf.fit(X_tr, y_tr)
 score = make_scorer(roc_auc_score, needs_proba=True )(clf, X_vl, y_vl)
 score_mean += score
print(f'{count} CV - score: {round(score, 4)}')
 count += 1
time2 = time.time() - time1
print(f"Total Time Run: {round(time2 / 60,2)}")
 gc.collect()
print(f'Mean ROC_AUC: {score_mean / FOLDS}')
 del X_tr, X_vl, y_tr, y_vl, clf, score
return -(score_mean / FOLDS)
 space = {
'max_depth': hp.quniform('max_depth', 7, 23, 1),
'reg_alpha': hp.uniform('reg_alpha', 0.01, 0.4),
'reg_lambda': hp.uniform('reg_lambda', 0.01,.4),
'learning_rate': hp.uniform('learning_rate', 0.01, 0.2),
'colsample_bytree': hp.uniform('colsample_bytree', 0.3,.9),
'gamma': hp.uniform('gamma', 0.01,.7),
'num_leaves': hp.choice('num_leaves', list(range(20, 250, 10))),
'min_child_samples': hp.choice('min_child_samples', list(range(100, 250, 10))),
'subsample': hp.choice('subsample', [0.2, 0.4, 0.5, 0.6, 0.7,.8,.9]),
'feature_fraction': hp.uniform('feature_fraction', 0.4,.8),
'bagging_fraction': hp.uniform('bagging_fraction', 0.4,.9)
 } 
<find_best_params>
plt.rcParams['figure.figsize'] =(15, 7)
 pd.set_option("display.max_columns", 400)
 pd.options.display.max_colwidth = 250
pd.set_option("display.max_rows", 100)
 %config InlineBackend.figure_format = 'retina'
sns.set()
best = fmin(fn=objective,
space=space,
algo=tpe.suggest,
max_evals=27)
 best_params = space_eval(space, best )<train_model>
df_train = pd.read_csv(".. /input/train/train.csv")
 df_test = pd.read_csv(".. /input/test/test.csv")
 print(f"train.csv shape is {df_train.shape}")
 print(f"test.csv shape is {df_test.shape}" )
print("BEST PARAMS: ", best_params)
 best_params['max_depth'] = int(best_params['max_depth'] )<train_model>
df_breed_labels = pd.read_csv(os.path.join(base_path_data, "breed_labels.csv"))
df_color_labels = pd.read_csv(os.path.join(base_path_data, "color_labels.csv"))
df_state_labels = pd.read_csv(os.path.join(base_path_data, "state_labels.csv"))
clf = xgb.XGBClassifier(
 n_estimators=300,
**best_params,
tree_method='gpu_hist' 
)
 clf.fit(X_train, y_train)
 y_preds = clf.predict_proba(X_test)[:,1]<save_to_csv>
with open(os.path.join(base_path_data, "train_sentiment", "048cd8bc0.json")) as f:
data = json.load(f)
 pprint(data )
sample_submission['isFraud'] = y_preds
sample_submission.to_csv('XGB_hypopt_model.csv' )<import_modules>
with open(os.path.join(base_path_data, "train_metadata", "000fb9572-6.json")) as f:
data = json.load(f)
 pprint(data )
TimeSeriesSplit
warnings.filterwarnings("ignore" )<load_from_csv>
common_names = list(set(df_train.Name.unique() ).intersection(set(df_test.Name.unique())))
 len(common_names )
train_transaction = pd.read_csv('.. /input/train_transaction.csv', index_col='TransactionID')
 test_transaction = pd.read_csv('.. /input/test_transaction.csv', index_col='TransactionID')
 train_identity = pd.read_csv('.. /input/train_identity.csv', index_col='TransactionID')
 test_identity = pd.read_csv('.. /input/test_identity.csv', index_col='TransactionID')
 sample_submission = pd.read_csv('.. /input/sample_submission.csv', index_col='TransactionID')
 print("データの読み込み終了")
 train = train_transaction.merge(train_identity, how='left', left_index=True, right_index=True)
 test = test_transaction.merge(test_identity, how='left', left_index=True, right_index=True)
 y_train = train['isFraud'].copy()
X_train = train.drop('isFraud', axis=1)
 del train_transaction, train_identity, test_transaction, test_identity
gc.collect()<define_variables>
100 * df_train.isnull().sum() / len(df_train )
emails = {'gmail': 'google', 'att.net': 'att', 'twc.com': 'spectrum', 'scranton.edu': 'other', 'optonline.net': 'other',
'hotmail.co.uk': 'microsoft', 'comcast.net': 'other', 'yahoo.com.mx': 'yahoo', 'yahoo.fr': 'yahoo',
'yahoo.es': 'yahoo', 'charter.net': 'spectrum', 'live.com': 'microsoft', 'aim.com': 'aol',
'hotmail.de': 'microsoft', 'centurylink.net': 'centurylink', 'gmail.com': 'google', 'me.com': 'apple',
'earthlink.net': 'other', 'gmx.de': 'other', 'web.de': 'other', 'cfl.rr.com': 'other',
'hotmail.com': 'microsoft', 'protonmail.com': 'other', 'hotmail.fr': 'microsoft', 'windstream.net': 'other',
'outlook.es': 'microsoft', 'yahoo.co.jp': 'yahoo', 'yahoo.de': 'yahoo', 'servicios-ta.com': 'other',
'netzero.net': 'other', 'suddenlink.net': 'other', 'roadrunner.com': 'other', 'sc.rr.com': 'other',
'live.fr': 'microsoft', 'verizon.net': 'yahoo', 'msn.com': 'microsoft', 'q.com': 'centurylink',
'prodigy.net.mx': 'att', 'frontier.com': 'yahoo', 'anonymous.com': 'other', 'rocketmail.com': 'yahoo',
'sbcglobal.net': 'att', 'frontiernet.net': 'yahoo', 'ymail.com': 'yahoo', 'outlook.com': 'microsoft',
'mail.com': 'other', 'bellsouth.net': 'other', 'embarqmail.com': 'centurylink', 'cableone.net': 'other',
'hotmail.es': 'microsoft', 'mac.com': 'apple', 'yahoo.co.uk': 'yahoo', 'netzero.com': 'other',
'yahoo.com': 'yahoo', 'live.com.mx': 'microsoft', 'ptd.net': 'other', 'cox.net': 'other', 'aol.com': 'aol',
'juno.com': 'other', 'icloud.com': 'apple'}
us_emails = ['gmail', 'net', 'edu']
for c in ['P_emaildomain', 'R_emaildomain']:
train[c + '_bin'] = train[c].map(emails)
 test[c + '_bin'] = test[c].map(emails)
 train[c + '_suffix'] = train[c].map(lambda x: str(x ).split('.')[-1])
 test[c + '_suffix'] = test[c].map(lambda x: str(x ).split('.')[-1])
 train[c + '_suffix'] = train[c + '_suffix'].map(lambda x: x if str(x)not in us_emails else 'us')
 test[c + '_suffix'] = test[c + '_suffix'].map(lambda x: x if str(x)not in us_emails else 'us')
 train['email_domain_comp'] =(train['P_emaildomain'].values == train['R_emaildomain'].values ).astype(int)
 test['email_domain_comp'] =(test['P_emaildomain'].values == test['R_emaildomain'].values ).astype(int)
 train['email_domain_suffix_bin'] =(train['P_emaildomain_bin'].values == train['R_emaildomain_bin'].values ).astype(int)
 test['email_domain_suffix_bin'] =(test['P_emaildomain_bin'].values == test['R_emaildomain_bin'].values ).astype(int)
 train['email_domain_suffix_comp'] =(
 train['P_emaildomain_suffix'].values == train['R_emaildomain_suffix'].values ).astype(int)
 test['email_domain_suffix_comp'] =(test['P_emaildomain_suffix'].values == test['R_emaildomain_suffix'].values ).astype(
 int )<define_variables>
100 * df_test.isnull().sum() / len(df_test )
labels = {np.nan: -999, 'nan': -999, 't': 1, 'f': 2, 'm2': 3, 'm0': 4, 'm1': 5, 'gmail.com': 6, 'outlook.com': 7,
'yahoo.com': 8, 'mail.com': 9, 'anonymous.com': 10, 'hotmail.com': 11, 'verizon.net': 12, 'aol.com': 13,
'me.com': 14, 'comcast.net': 15, 'optonline.net': 16, 'cox.net': 17, 'charter.net': 18, 'rocketmail.com': 19,
'prodigy.net.mx': 20, 'embarqmail.com': 21, 'icloud.com': 22, 'live.com.mx': 23, 'gmail': 24, 'live.com': 25,
'att.net': 26, 'juno.com': 27, 'ymail.com': 28, 'sbcglobal.net': 29, 'bellsouth.net': 30, 'msn.com': 31,
'q.com': 32, 'yahoo.com.mx': 33, 'centurylink.net': 34, 'servicios-ta.com': 35, 'earthlink.net': 36,
'hotmail.es': 37, 'cfl.rr.com': 38, 'roadrunner.com': 39, 'netzero.net': 40, 'gmx.de': 41,
'suddenlink.net': 42, 'frontiernet.net': 43, 'windstream.net': 44, 'frontier.com': 45, 'outlook.es': 46,
'mac.com': 47, 'netzero.com': 48, 'aim.com': 49, 'web.de': 50, 'twc.com': 51, 'cableone.net': 52,
'yahoo.fr': 53, 'yahoo.de': 54, 'yahoo.es': 55, 'sc.rr.com': 56, 'ptd.net': 57, 'live.fr': 58,
'yahoo.co.uk': 59, 'hotmail.fr': 60, 'hotmail.de': 61, 'hotmail.co.uk': 62, 'protonmail.com': 63,
'yahoo.co.jp': 64, 'scranton.edu': 65, 'w': 66, 'h': 67, 'c': 68, 's': 69, 'r': 70, 'discover': 71,
'mastercard': 72, 'visa': 73, 'american express': 74, 'credit': 75, 'debit': 76, 'debit or credit': 77,
'charge card': 78, 'notfound': 81, 'found': 82, 'new': 83, 'unknown': 84, 'ip_proxy:transparent': 85,
'ip_proxy:anonymous': 86, 'ip_proxy:hidden': 87, 'android 7.0': 88, 'ios 11.1.2': 89, 'mac os x 10_11_6': 90,
'windows 10': 91, 'android': 284, 'linux': 93, 'ios 11.0.3': 94, 'mac os x 10_7_5': 95,
'mac os x 10_12_6': 96, 'mac os x 10_13_1': 97, 'ios 11.1.0': 98, 'mac os x 10_9_5': 99, 'windows 7': 100,
'windows 8.1': 101, 'mac': 102, 'ios 10.3.3': 103, 'mac os x 10.12': 104, 'mac os x 10_10_5': 105,
'mac os x 10_11_5': 106, 'ios 9.3.5': 107, 'android 5.1.1': 108, 'android 7.1.1': 109, 'android 6.0': 110,
'ios 10.3.1': 111, 'mac os x 10.9': 112, 'ios 11.1.1': 113, 'windows vista': 114, 'ios 10.3.2': 115,
'ios 11.0.2': 116, 'mac os x 10.11': 117, 'android 8.0.0': 118, 'ios 10.2.0': 119, 'ios 10.2.1': 120,
'ios 11.0.0': 121, 'mac os x 10.10': 122, 'mac os x 10_12_3': 123, 'mac os x 10_12': 124,
'android 6.0.1': 125, 'ios': 126, 'mac os x 10.13': 127, 'mac os x 10_12_5': 128, 'mac os x 10_8_5': 129,
'ios 11.0.1': 130, 'ios 10.0.2': 131, 'android 5.0.2': 132, 'windows xp': 133, 'ios 11.2.0': 134,
'mac os x 10.6': 135, 'windows 8': 136, 'mac os x 10_6_8': 137, 'mac os x 10_11_4': 138,
'mac os x 10_12_1': 139, 'ios 10.1.1': 140, 'mac os x 10_11_3': 141, 'mac os x 10_12_4': 142,
'mac os x 10_13_2': 143, 'android 4.4.2': 144, 'mac os x 10_12_2': 145, 'android 5.0': 146, 'func': 147,
'android 7.1.2': 148, 'android 8.1.0': 149, 'other': 150, 'mac os x 10_13_3': 151, 'ios 11.2.1': 152,
'ios 11.2.5': 153, 'windows': 154, 'ios 11.2.2': 155, 'ios 11.3.0': 156, 'ios 11.2.6': 157,
'mac os x 10_13_4': 158, 'mac os x 10_13_5': 159, 'ios 11.4.0': 160, 'ios 11.3.1': 161, 'ios 11.4.1': 162,
'android 9': 163, 'ios 12.0.0': 164, 'mac os x 10_13_6': 165, 'mac os x 10.14': 166, 'mac os x 10_14_0': 167,
'mac os x 10_14': 168, 'ios 12.1.0': 169, 'mac os x 10_14_1': 170, 'ios 12.0.1': 171, 'ios 12.1.1': 172,
'mac os x 10_14_2': 173, 'ios 12.1.2': 174, 'samsung browser 6.2': 175, 'mobile safari 11.0': 176,
'chrome 62.0': 177, 'chrome 62.0 for android': 178, 'edge 15.0': 179, 'mobile safari generic': 180,
'chrome 49.0': 181, 'chrome 61.0': 182, 'edge 16.0': 183, 'safari generic': 184, 'edge 14.0': 185,
'chrome 56.0 for android': 186, 'firefox 57.0': 187, 'chrome 54.0 for android': 188,
'mobile safari uiwebview': 189, 'chrome': 190, 'chrome 62.0 for ios': 191, 'firefox': 192,
'chrome 60.0 for android': 193, 'mobile safari 10.0': 194, 'chrome 61.0 for android': 195,
'ie 11.0 for desktop': 196, 'ie 11.0 for tablet': 197, 'mobile safari 9.0': 198, 'chrome generic': 199,
'chrome 59.0 for android': 200, 'firefox 56.0': 201, 'android webview 4.0': 202, 'chrome 55.0': 203,
'opera 49.0': 204, 'ie': 205, 'chrome 55.0 for android': 206, 'firefox 52.0': 207,
'chrome 57.0 for android': 208, 'chrome 56.0': 209, 'chrome 46.0 for android': 210, 'chrome 58.0': 211,
'firefox 48.0': 212, 'chrome 59.0': 213, 'samsung browser 4.0': 214, 'edge 13.0': 215,
'chrome 53.0 for android': 216, 'chrome 58.0 for android': 217, 'chrome 60.0': 218, 'mobile safari 8.0': 219,
'firefox generic': 220, 'generic/android 7.0': 221, 'mobile': 222, 'samsung/sm-g532m': 223,
'chrome 50.0 for android': 224, 'chrome 51.0 for android': 225, 'chrome 63.0': 226,
'chrome 52.0 for android': 227, 'chrome 51.0': 228, 'firefox 55.0': 229, 'edge': 230, 'opera': 231,
'chrome generic for android': 232, 'aol': 233, 'samsung browser 5.4': 234, 'samsung/sch': 235, 'silk': 236,
'chrome 57.0': 237, 'firefox 47.0': 238, 'chrome 63.0 for android': 239, 'samsung/sm-g531h': 240,
'chrome 43.0 for android': 241, 'waterfox': 242, 'nokia/lumia': 243, 'chrome 63.0 for ios': 244,
'puffin': 245, 'microsoft/windows': 246, 'cyberfox': 247, 'generic/android': 248, 'samsung': 849,
'opera generic': 250, 'chrome 49.0 for android': 251, 'zte/blade': 252, 'safari': 253,
'android browser 4.0': 254, 'samsung browser 5.2': 255, 'palemoon': 256, 'maxthon': 257, 'line': 258,
'lg/k-200': 259, 'iron': 260, 'blu/dash': 261, 'seamonkey': 262, 'firefox 58.0': 263,
'chrome 64.0 for android': 264, 'chrome 64.0': 265, 'firefox 59.0': 266, 'chrome 64.0 for ios': 267,
'm4tel/m4': 268, 'comodo': 269, 'lanix/ilium': 270, 'samsung browser generic': 271, 'chromium': 272,
'opera 51.0': 273, 'inco/minion': 274, 'samsung browser 7.0': 275, 'mozilla/firefox': 276,
'samsung browser 4.2': 277, 'samsung browser 6.4': 278, 'chrome 65.0': 279, 'chrome 65.0 for android': 280,
'chrome 65.0 for ios': 281, 'cherry': 282, 'icedragon': 283, 'edge 17.0': 285, 'chrome 66.0': 286,
'chrome 66.0 for android': 287, 'safari 11.0': 288, 'safari 9.0': 289, 'safari 10.0': 290, 'google': 291,
'chrome 66.0 for ios': 292, 'google search application 48.0': 293, 'opera 52.0': 294, 'firefox 60.0': 295,
'opera 53.0': 296, 'samsung browser 3.3': 297, 'google search application 49.0': 298, 'facebook': 299,
'firefox mobile 61.0': 300, 'chrome 67.0': 301, 'chrome 69.0': 302, 'chrome 67.0 for android': 303,
'firefox 61.0': 304, 'samsung browser 7.2': 305, 'chrome 67.0 for ios': 306,
'google search application 52.0': 307, 'firefox 62.0': 308, 'mobile safari 12.0': 309, 'chrome 68.0': 310,
'opera 54.0': 311, 'firefox mobile 62.0': 312, 'google search application 54.0': 313, 'safari 12.0': 314,
'chrome 68.0 for android': 315, 'chrome 68.0 for ios': 316, 'chrome 39.0 for android': 317,
'chrome 70.0': 318, 'rim': 2752, 'chrome 69.0 for android': 320, 'google search application 56.0': 321,
'samsung browser 7.4': 322, 'opera 55.0': 323, 'firefox 63.0': 324, 'google search application 58.0': 325,
'chrome 69.0 for ios': 326, 'chrome 70.0 for android': 327, 'uc': 328, 'google search application 59.0': 329,
'opera 56.0': 330, 'chrome 71.0': 331, 'google search application 60.0': 332, 'edge 18.0': 333,
'chrome 70.0 for ios': 334, 'firefox mobile 63.0': 335, 'google search application 61.0': 336,
'firefox 64.0': 337, 'google search application 62.0': 338, 'chrome 71.0 for android': 339,
'google search application 63.0': 340, 'chrome 71.0 for ios': 341, 'google search application 64.0': 342,
'samsung browser 8.2': 343, 'google search application 65.0': 344, 'blackberry': 345, '2220x1080': 346,
'1334x750': 347, '1280x800': 348, '1366x768': 349, '1920x1080': 350, '1680x1050': 351, '1136x640': 352,
'5120x2880': 353, '2880x1800': 354, '1920x1200': 355, '2560x1600': 356, '2048x1536': 357, '1024x768': 358,
'1280x720': 359, '2560x1440': 360, '2208x1242': 361, '2001x1125': 362, '1440x900': 363, '1600x900': 364,
'2672x1440': 365, '1280x1024': 366, '960x540': 367, '2732x2048': 368, '2436x1125': 369, '2048x1152': 370,
'2960x1440': 371, '1024x600': 372, '855x480': 373, '4096x2304': 374, '2160x1440': 375, '2562x1442': 376,
'801x480': 377, '2736x1824': 378, '3441x1440': 379, '2880x1620': 380, '3840x2160': 381, '1638x922': 382,
'1280x768': 383, '1360x768': 384, '1280x960': 385, '3440x1440': 386, '1152x720': 387, '1280x1025': 388,
'3360x2100': 389, '2304x1296': 390, '1152x864': 391, '3200x1800': 392, '2112x1188': 393, '2224x1668': 394,
'2400x1350': 395, '2000x1125': 396, '1600x1000': 397, '2560x1080': 398, '1728x972': 399, '3000x2000': 400,
'1024x640': 401, '3840x2400': 402, '2304x1440': 403, '1280x600': 404, '1400x1050': 405, '1600x1200': 406,
'3201x1800': 407, '1356x900': 408, '1344x756': 409, '1624x1080': 410, '1536x864': 411, '1800x1125': 412,
'1920x1281': 413, '2961x1442': 414, '1366x1024': 415, '1344x840': 416, '3360x1890': 417, '1536x1152': 418,
'1200x675': 419, '1480x720': 420, '2400x1600': 421, '3200x2000': 422, '1281x801': 423, '960x640': 424,
'1776x1000': 425, '2048x1280': 426, '2049x1152': 427, '1138x640': 428, '2160x1215': 429, '2880x1440': 430,
'0x0': 431, '2520x1575': 432, '5760x3240': 433, '3843x2163': 434, '1184x720': 435, '1440x810': 436,
'2076x1080': 437, '1600x837': 438, '1093x615': 439, '1281x721': 440, '1152x648': 441, '2392x1440': 442,
'2048x1080': 443, '2735x1825': 444, '1680x945': 445, '1805x1015': 446, '5760x1080': 447, '2816x1584': 448,
'4500x3000': 449, '1684x947': 450, '1440x960': 451, '1364x768': 452, '3072x1728': 453, '5040x3150': 454,
'7500x5000': 455, '768x576': 456, '1768x992': 457, '1658x946': 458, '1200x720': 459, '1239x697': 460,
'1188x720': 461, '1232x800': 462, '1920x1280': 463, '1264x924': 464, '1400x900': 465, '3240x2160': 466,
'2961x1440': 467, '1422x889': 468, '1848x1155': 469, '3360x1050': 470, '3840x1080': 471, '2010x1080': 472,
'2160x1350': 473, '1440x720': 474, '1280x712': 475, '1512x945': 476, '1296x774': 477, '1368x768': 478,
'3520x1980': 479, '800x600': 480, '1700x960': 481, '2560x1800': 482, '6400x3600': 483, '2368x1440': 484,
'1824x1026': 485, '1912x1025': 486, '600x450': 487, '3840x1600': 488, '1760x990': 489, '2700x1800': 490,
'1371x857': 491, '1776x1080': 492, '2552x1337': 493, '3600x2250': 494, '2560x1700': 495, '2816x1760': 496,
'1440x800': 497, '1440x803': 498, '1920x1018': 499, '6016x3384': 500, '1280x620': 501, '1281x720': 502,
'1720x1440': 503, '1408x880': 504, '640x360': 505, '1920x975': 506, '976x600': 507, '1062x630': 508,
'2800x1575': 509, '6720x3780': 510, '1440x759': 511, '1120x700': 512, '1921x1081': 513, '1280x1023': 514,
'1279x1023': 515, '1441x901': 516, '1679x1049': 517, '1680x1051': 518, '2220x1081': 519, '1920x1079': 520,
'1919x1199': 521, '1680x1049': 522, '1365x768': 523, '1919x1079': 524, '1919x1200': 525, '1919x1080': 526,
'1366x767': 527, '1584x990': 528, '2880x1442': 529, '1281x800': 530, '1229x691': 531, '1600x1024': 532,
'1600x899': 533, '1536x960': 534, '1502x844': 535, '1920x1201': 536, '1439x809': 537, '1408x792': 538,
'1279x1024': 539, '1599x900': 540, '1920x1081': 541, '921x691': 542, '3841x2161': 543, '1921x1080': 544,
'480x320': 545, '1888x941': 546, '2049x1536': 547, '2160x1439': 548, '1707x960': 549, '1024x767': 550,
'1365x767': 551, '3001x2000': 552, '3839x2160': 553, '1916x901': 554, '3838x2158': 555, '1599x899': 556,
'3199x1800': 557, '1511x944': 558, '2737x1825': 559, '2736x1823': 560, '2735x1823': 561, '2559x1439': 562,
'2400x1500': 563, '2882x1442': 564, '1729x973': 565, '1727x971': 566, '1023x767': 567, '1918x1080': 568,
'1439x900': 569, '4499x2999': 570, '1280x740': 571, '2999x2000': 572, '1024x552': 573, '1440x899': 574,
'2255x1503': 575, '1025x768': 576, '1280x732': 577, '3839x2159': 578, '3840x2162': 579, '3696x2310': 580,
'2159x1439': 581, '2256x1504': 582, '1439x899': 583, '2159x1440': 584, '1359x768': 585, '1092x614': 586,
'2048x1278': 587, '2591x1619': 588, '4200x2625': 589, '2710x1440': 590, '1272x960': 591, '1023x768': 592,
'3838x2160': 593, '2100x1312': 594, '1360x767': 595, '1024x819': 596, '1502x845': 597, '2561x1442': 598,
'2559x1440': 599, '2160x1081': 600, '1920x1279': 601, '2160x1080': 602, '1596x710': 603, '1496x844': 604,
'1280x900': 605, '2047x1152': 606, '2094x1080': 607, '1800x1440': 608, '993x664': 609, '1622x1081': 610,
'1360x765': 611, '1280x799': 612, '1279x800': 613, '1920x983': 614, '888x540': 615, '1722x1440': 616,
'1679x1050': 617, '2791x1440': 618, '1921x1200': 619, '6144x3456': 620, '2699x1799': 621, '4096x3072': 622,
'4608x2592': 623, '910x512': 624, '2257x1505': 625, '1536x1024': 626, '1208x720': 627, '1842x1047': 628,
'2462x1641': 629, '1920x1199': 630, '1601x900': 631, '1368x912': 632, '2112x1320': 633, '1265x948': 634,
'1359x767': 635, '1920x1017': 636, '1681x1050': 637, '3241x2161': 638, '3011x2007': 639, '2188x1459': 640,
'1599x1200': 641, '1500x1000': 642, '2560x1313': 643, '1920x1440': 644, '2703x1441': 645, '1151x921': 646,
'3000x1687': 647, '1151x863': 648, '1480x721': 649, '792x480': 650, '3521x1980': 651, '1279x767': 652,
'3200x1801': 653, '2560x1439': 654, '1272x952': 655, '1600x901': 656, '2255x1504': 657, '1862x1048': 658,
'3840x2159': 659, '3168x1980': 660, '3439x1440': 661, '2560x1441': 662, '800x480': 663, '3200x1799': 664,
'3840x2161': 665, '1364x767': 666, '3000x1999': 667, '2688x1242': 668, '1080x675': 669, '2735x1824': 670,
'2303x1295': 671, '1592x828': 672, '3122x1442': 673, '2560x1599': 674, '3239x2159': 675, '1281x1024': 676,
'1466x403': 677, '4096x2160': 678, '1727x1079': 679, '1231x358': 680, '3584x2016': 681, '2390x1344': 682,
'3839x2158': 683, '2281x1081': 684, '1152x672': 685, '2401x1350': 686, '2560x1079': 687, '2161x1080': 688,
'1366x766': 689, '683x384': 690, '1720x947': 691, '1024x576': 692, '4320x2700': 693, '2341x1081': 694,
'1537x865': 695, '1792x828': 696, '960x480': 697, '3280x2048': 698, '1408x844': 699, '1021x669': 700,
'1800x1200': 701, '3120x1440': 702, '1919x1279': 703, '1279x799': 704, '2556x1248': 705, '1000x798': 706,
'1600x1280': 707, '1296x810': 708, '3199x1799': 709, '2562x1314': 710, '1624x750': 711, '1416x805': 712,
'1920x1128': 713, '2399x1598': 714, '3840x1599': 715, '1918x1078': 716, '2388x1668': 717, '2592x1728': 718,
'2562x1441': 719, '1792x768': 720, '3201x1799': 721, '1679x987': 722, '3841x2401': 723, '1794x1080': 724,
'1279x720': 725, '2960x1442': 726, '1501x844': 727, '1918x1347': 728, '2950x1440': 729, '1024x820': 730,
'1366x769': 731, '2401x1351': 732, '1600x868': 733, '1280x801': 734, '1264x945': 735, '1279x719': 736,
'4800x2700': 737, '1151x864': 738, '2880x1920': 739, '960x600': 740, '2696x1440': 741, '5960x1080': 742,
'2241x1081': 743, '7680x4320': 744, '2303x1439': 745, '1025x640': 746, '2399x1348': 747, '8640x1620': 748,
'2048x1151': 749, '1399x1050': 750, '1920x974': 751, '4225x2377': 752, '2680x1440': 753, '1223x691': 754,
'2047x1279': 755, '1279x768': 756, '1621x1081': 757, '1152x922': 758, '1260x787': 759, '1669x942': 760,
'3123x1440': 761, '2463x1642': 762, '1361x768': 763, '2048x1537': 764, '8960x5040': 765, '1500x840': 766,
'2559x1080': 767, '1408x1127': 768, '1416x758': 769, '2560x1418': 770, '1926x921': 771, '1268x862': 772,
'3784x1584': 773, '4500x3001': 774, '2398x1599': 775, '1344x720': 776, '2559x1599': 777, '2133x1080': 778,
'1919x1280': 779, '2340x1080': 780, '2999x1998': 781, '1151x719': 782, '2160x1920': 783, '2052x1368': 784,
'4300x1800': 785, '1501x843': 786, '2559x1079': 787, '1281x769': 788, '1408x1126': 789, '1680x1018': 790,
'2162x1081': 791, '455x256': 792, '2646x1440': 793, '2562x1440': 794, '2789x1442': 795, '2241x1080': 796,
'3839x1599': 797, '1280x767': 798, '2561x1312': 799, '2162x1082': 800, '2768x1440': 801, '3239x2160': 802,
'2341x1080': 803, '2928x1440': 804, '1767x991': 805, '2734x1824': 806, 'match_status:2': 807,
'match_status:1': 808, 'match_status:0': 809, 'match_status:-1': 810, 'desktop': 811,
'samsung sm-g892a build/nrd90m': 812, 'ios device': 813, 'macos': 814, 'sm-g930v build/nrd90m': 815,
'blade a602 build/mra58k': 816, 'xt1635-02 build/npn26.118-22-2': 817, 'z970': 818,
'sm-n920v build/nrd90m': 819, 'redmi note 4 build/mmb29m': 820, 'lenovo pb1-750m build/s100': 821,
'lt22i build/6.2.a.1.100': 822, 'rv:52.0': 823, 'sm-g950u build/nrd90m': 824, 'lg-h872 build/nrd90u': 825,
'lg-k500 build/mmb29m': 826, 'sm-p550 build/mmb29m': 827, 'sm-j700m build/mmb29k': 828, 'trident/7.0': 829,
'rv:57.0': 830, 'samsung sm-g930t build/nrd90m': 831, 'blade v6 plus build/mra58k': 832,
'bll-l23 build/huaweibll-l23': 833, 'kyocera-c6742a build/lmy47v': 834, 'f3113 build/33.2.a.4.70': 835,
'd5306 build/19.4.a.0.182': 836, 'm4 ss4457 build/mra58k': 837, 'sm-g955u build/nrd90m': 838,
'sm-g610m build/mmb29k': 839, 'samsung sm-g935f build/nrd90m': 840, 'xt1635-01': 841, 'rv:56.0': 842,
'vs500': 843, 'cam-l03 build/huaweicam-l03': 844, 'rct6303w87m7 build/mra58k': 845,
'm4 ss4451 build/lmy47d': 846, 'kffowi build/lvy48f': 847, 'moto e(4)build/nma26.42-19': 848,
'e2306 build/26.3.a.1.33': 850, 'ilium l910 build/mra58k': 851, 'gt-i9300': 852, 'lg-h420 build/lrx21y': 853,
'windows nt 6.2': 854, 'xt1032 build/lpbs23.13-56-2': 855, 'gt-i9060m build/ktu84p': 856, 'rv:38.0': 857,
'moto g(4)build/npjs25.93-14-10': 858, 'sm-g530t': 859, 'lgmp260 build/nrd90u': 860,
'sm-e500m build/ktu84p': 861, 'samsung sm-g950u build/nrd90m': 862, 'rv:11.0': 863,
'sm-g920i build/nrd90m': 864, 'samsung sm-j327t build/nrd90m': 865, 'sm-g900h build/mmb29k': 866,
'trt-l53 build/huaweitrt-l53': 867, 'moto g play build/mpis24.241-15.3-26': 868,
'nexus 6p build/opr5.170623.011': 869, 'sgp521': 870, 'vs988 build/nrd90u': 871, 'sm-g531h build/lmy48b': 872,
'moto c build/nrd90m.063': 873, 'lg-k410 build/lrx22g': 874, 'sm-g935f build/mmb29k': 875,
'moto c plus build/nrd90m.05.022': 876, 'lg-x180g build/lmy47i': 877, 'sm-g925p build/nrd90m': 878,
'es-us': 879, 'sm-g920v build/nrd90m': 880, 'sm-g935t build/nrd90m': 881,
'moto e(4)plus build/nma26.42-69': 882, 'sm-g925w8': 883, 'rv:48.0': 884,
'samsung-sm-g930a build/nrd90m': 885, 'htc one m9 build/nrd90m': 886, '7055a build/kvt49l': 887,
'moto g play build/mpis24.241-15.3-7': 888, 'sm-t810 build/nrd90m': 889, 'rv:51.0': 890,
'sm-n910v build/mmb29m': 891, 'sm-g930t build/nrd90m': 892, 'lg-h870 build/nrd90u': 893,
'samsung sm-g950u1 build/nrd90m': 894, 'samsung sm-s727vl build/mmb29m': 895, 'sm-n920g build/nrd90m': 896,
'moto g(5)plus build/npn25.137-72': 897, 'moto g(5)build/npp25.137-72': 898, 'sm-g935f build/nrd90m': 899,
'lg-d373 build/kot49i.v10a': 900, 'ale-l23 build/huaweiale-l23': 901, 'z836bl': 902,
'ilium x710 build/mra58k': 903, 'lg-d680 build/kot49i': 904, 'm4 ss4450 build/mra58k': 905,
'lg-k580 build/mra58k': 906, 'sm-j700m build/lmy48b': 907, 'sm-a710m': 908,
'moto z2 play build/npss26.118-19-6': 909, 'moto g(4)build/npj25.93-14.5': 910, 'z981 build/mmb29m': 911,
'sm-t710 build/nrd90m': 912, 'sm-t700 build/mmb29k': 913, 'one touch 4033a build/jdq39': 914,
'f5121 build/34.3.a.0.228': 915, 'was-lx3 build/huaweiwas-lx3': 916, 'r8106': 917,
'motog3 build/mpis24.65-33.1-2-16': 918, 'sm-g925i build/mmb29k': 919,
'huawei vns-l53 build/huaweivns-l53': 920, 'blade v6 build/lrx22g': 921, 'sm-t113nu build/ktu84p': 922,
'samsung sm-g530h build/lrx22g': 923, 'sm-j510mn build/mmb29m': 924, 'sm-g950f build/nrd90m': 925,
'samsung sm-j700m build/mmb29k': 926, 'sm-g570m build/mmb29k': 927, 'samsung-sm-g891a build/nrd90m': 928,
'sm-j500m build/lmy48b': 929, 'sm-j727u build/nrd90m': 930, 'lgls676 build/mxb48t': 931, 'ta-1003': 932,
'sm-g900v build/mmb29m': 933, 'vk810': 934, 'kfaswi build/lvy48f': 935, 'sm-j320m build/lmy47v': 936,
'sm-j120h build/lmy47v': 937, 'sm-n950u build/nmf26x': 938, 'lg-d693n build/lrx22g': 939,
'huawei rio-l03 build/huaweirio-l03': 940, 'samsung sm-g930a build/nrd90m': 941, '5012g build/mra58k': 942,
'sm-p350 build/mmb29m': 943, 'sm-a300h build/lrx22g': 944, 'moto': 1166, 'sm-g925v build/nrd90m': 946,
'samsung sm-n910a build/mmb29m': 947, 'sm-g532m build/mmb29t': 948, '5080a build/mra58k': 949,
'xt1254 build/mcg24.251-5-5': 950, 'kfgiwi build/lvy48f': 951, 'lg-d331 build/lrx22g': 952,
'sm-g950u1 build/nrd90m': 953, 'pixel': 954, 'sm-g900t build/mmb29m': 955, 'e5606 build/30.2.a.1.21': 956,
'moto z2 play build/nps26.74-16-1': 957, 'z410': 958, 'lg-h500 build/lrx21y': 959,
'huawei tag-l13 build/huaweitag-l13': 960, 'p4526a build/nrd90m': 961, 'sm-g900f build/mmb29m': 962,
'moto g(4)build/npj25.93-14.7': 963, 'sm-a510m build/nrd90m': 964, 'xt1565': 965,
'blade v6 max build/mra58k': 966, 'f3213 build/36.1.a.1.86': 967, 'rex': 968,
'pixel build/opr3.170623.013': 969, 'xt1585 build/nck25.118-10.5': 970, 'motog3-te': 971,
'ilium lt510 build/mra58k': 972, 'samsung-sm-g870a build/mmb29m': 973, 'sm-a500m build/ktu84p': 974,
'htc': 975, 'samsung sm-g950f build/nrd90m': 976, 'lg-x240 build/mra58k': 977, 'kfauwi build/lvy48f': 978,
'lg-k428 build/mmb29m': 979, 'samsung sm-t580 build/nrd90m': 980, 'edison': 981,
'hisense f20 build/mmb29m': 982, 'sm-j327v build/nrd90m': 983, 'lgls775 build/nrd90u': 984,
'sm-a710m build/lmy47x': 985, 'lg-ls777 build/nrd90u': 986, 'lg-h320 build/lrx21y': 987,
'qtasun1 build/nrd90m': 988, 'sm-j730g build/nrd90m': 989, 'rv:58.0': 990, 'htc 10 build/nrd90m': 991,
'xt1063': 992, 'vs995 build/nrd90m': 993, 'sm-g550t build/mmb29k': 994, 'samsung sm-g930p build/nrd90m': 995,
'lg-k530 build/mmb29m': 996, 'samsung sm-j701m build/nrd90m': 997, 'samsung sm-t587p build/nrd90m': 998,
'sm-t530nu build/lrx22g': 999, 'sm-s920l': 1000, 'sm-g530h build/lrx22g': 1001, 'lg-v410': 1002,
'samsung sm-g891a build/nrd90m': 1003, 'gt-p5113': 1004, 'lg-h840 build/nrd90u': 1005,
'bac-l03 build/huaweibac-l03': 1006, 'samsung sm-t810 build/nrd90m': 1007, 'vs835': 1008,
'lg-tp450 build/nrd90u': 1009, 'sm-j727v build/nrd90m': 1010, 'sm-g955f build/nrd90m': 1011,
'kfdowi build/lvy48f': 1012, 'sm-j200m build/lmy47x': 1013, 'sm-j320h': 1014,
'blade v8 se build/nrd90m': 1015, 'sm-n920t build/nrd90m': 1016, 'lg-h542 build/mra58k': 1017,
'sm-t330nu build/lmy47x': 1018, 'samsung sm-j500m build/lmy48b': 1019, 'lg-m322': 1020,
'chc-u03 build/huaweichc-u03': 1021, 'htc desire 650 build/mmb29m': 1022,
'samsung-sm-g935a build/nrd90m': 1023, 'sm-g925i build/nrd90m': 1024, 'lg-k200 build/mxb48t': 1025,
'aquaris': 1026, 'sm-j710mn build/mmb29k': 1027, 'alcatel_4060a': 1028, 'lgms631 build/mra58k': 1029,
'mot-a6020l37 build/lmy47v': 1030, '5011a build/nrd90m': 1031, 'sm-t550 build/nmf26x': 1032,
'moto g(5)plus build/npns25.137-15-11': 1033, 'e6603 build/32.4.a.1.54': 1034,
'redmi 4a build/mmb29m': 1035, 'rv:55.0': 1036, 'sm-t520': 1037, 'htc desire 10 lifestyle build/mmb29m': 1038,
'sm-a720f build/mmb29k': 1039, 'moto g(5s': 1040, 'sm-g925i build/lmy47x': 1041,
'sm-g930r4 build/nrd90m': 1042, 'samsung sm-g610m build/mmb29k': 1043, 'lenovo k33b36 build/nrd90n': 1044,
'sm-g930u build/nrd90m': 1045, 'moto z2 play build/nps26.118-19': 1046, 'samsung sm-n950u build/nmf26x': 1047,
'sm-a320fl build/mmb29k': 1048, 'lg-m250 build/nrd90u': 1049, 'kfsawi': 1050,
'samsung sm-g930f build/nrd90m': 1051, 'lenovo k33b36 build/mmb29m': 1052,
'samsung sm-n920v build/nrd90m': 1053, 'windows nt 6.1': 1054, 'rv:45.0': 1055,
'samsung-sm-j327a build/nrd90m': 1056, 'sm-g935v build/nrd90m': 1057, 'mddrjs': 1058,
'sm-g935p build/nrd90m': 1059, 'sm-g930p build/nrd90m': 1060, 'sm-g928v build/nrd90m': 1061,
'lg-m210 build/nrd90u': 1062, 'blade v580 build/lmy47d': 1063, 'ilium lt500 build/lmy47o': 1064,
'y635-l03 build/huaweiy635-l03': 1065, 'xt1635-01 build/ndns26.118-23-12-3': 1066, 'rv:42.0': 1067,
'samsung sm-g925t build/nrd90m': 1068, 'samsung-sm-g900a build/lrx21t': 1069, 'moto z(2': 1070,
'sm-g360t1 build/lmy47x': 1071, 'sm-s903vl': 1072, 'samsung sm-g920a build/nrd90m': 1073,
'huawei vns-l23 build/huaweivns-l23': 1074, 'lg-h811 build/mra58k': 1075, 'm4 ss4456 build/lmy47v': 1076,
'samsung-sm-t337a build/lmy47x': 1077, 'samsung sm-g955u build/nrd90m': 1078, 'sm-g900p build/mmb29m': 1079,
'sm-g800f build/kot49h': 1080, 'bntv400': 1081, 'huawei vns-l21 build/huaweivns-l21': 1082,
'oneplus a5000 build/nmf26x': 1083, 'htc desire 626s build/lmy47o': 1084,
'xt1710-02 build/ndss26.118-23-15': 1085, 'rv:49.0': 1086, 'eva-l09 build/huaweieva-l09': 1087,
'lenovo': 1088, 'lg-k540 build/mmb29m': 1089, 'frd-l04 build/huaweifrd-l04': 1090, 'linux x86_64': 1091,
'samsung sm-g935t build/nrd90m': 1092, 'sm-g900m build/lrx21t': 1093, 'lg-h820 build/nrd90u': 1094,
'z983 build/nmf26f': 1095, 'lgls991': 1096, 'sm-s120vl': 1097, 'le': 1098, 'ilium l1120 build/nrd90m': 1099,
'xt1650 build/ncls26.118-23-13-3': 1100, 'sm-t377p build/nmf26x': 1101, 'qtaqz3 build/lmy47v': 1102,
'sm-a310m': 1103, 'f5321': 1104, 'kftbwi build/lvy48f': 1105, 'm4 ss4453 build/mmb29m': 1106,
'xt1064 build/mpb24.65-34-3': 1107, 'vs987 build/nrd90u': 1108, 'sm-g386t': 1109,
'samsung-sm-n920a build/nrd90m': 1110, 'samsung sm-j727t1 build/nrd90m': 1111,
'samsung sm-g532m build/mmb29t': 1112, 'sm-g925t build/nrd90m': 1113, 'nethelper70': 1114,
'samsung sm-g890a build/nrd90m': 1115, 'd5803 build/23.5.a.1.291': 1116, 'gt-i8190l build/jzo54k': 1117,
'sm-a510m build/lmy47x': 1118, 'nexus': 1119, 'sm-t580 build/nrd90m': 1120, 'sm-g900v': 1121, 'zeia8': 1122,
'sm-n920p build/nrd90m': 1123, 'sm-t550': 1124, 'samsung sm-j320f build/lmy47v': 1125,
'vs501 build/nrd90u': 1126, 'linux i686': 1127, 'sm-g900p build/lrx21t': 1128, 'sm-n910h': 1129,
'sm-g920f build/nrd90m': 1130, 'sm-t560 build/ktu84p': 1131, 'motoe2(4g-lte': 1132,
'lg-h542 build/lrx22g': 1133, 'touch': 1134, 'moto g(5)build/npp25.137-82': 1135,
'lg-x230 build/mra58k': 1136, 'lg-k371': 1137, 'f3113 build/33.3.a.1.97': 1138,
'sm-t560nu build/mmb29m': 1139, 'samsung sm-a520f build/nrd90m': 1140, 'sm-p600 build/lmy47x': 1141,
'htc u11 build/nmf26x': 1142, 'kfapwi build/ktu84m': 1143, 'g3313': 1144, 'ax920': 1145,
'sm-j327vpp build/nrd90m': 1146, 'lg-m320 build/nrd90u': 1147, 'sm-g610f': 1148, 'rv:54.0': 1149,
'qmv7a': 1150, 'sm-t817v build/nrd90m': 1151, 'htc desire 530 build/mmb29m': 1152, 'lg-ls998': 1153,
'rv:41.0': 1154, 'gt-p5210 build/jdq39': 1155, 'sm-j730f': 1156, 'kfjwi': 1157,
'moto g(5)plus build/npn25.137-83': 1158, 'htc desire 510 build/kot49h': 1159, 'lg-h810': 1160,
'sm-g920p build/nrd90m': 1161, 'd6603 build/23.5.a.1.291': 1162, 'xt1650': 1163,
'sm-g930f build/nrd90m': 1164, 'lgms550 build/nrd90u': 1165, 'sm-a520f build/nrd90m': 1167,
'sm-g920t build/nrd90m': 1168, 'fractal': 1169, 'moto e(4)build/nma26.42-69': 1170, 'huawei': 1171,
'sm-t350 build/nmf26x': 1172, 'samsung sm-j730gm build/nrd90m': 1173, 'ta-1039 build/n2g47h': 1174,
'xt1003': 1175, 'motog3 build/mpis24.65-25.1-19': 1176, 'bv6000': 1177, 'sm-t230 build/kot49h': 1178,
'samsung sm-g920p build/nrd90m': 1179, 'htc one a9 build/nrd90m': 1180, 'nx785qc8g': 1181, 'rv:47.0': 1182,
'e5506 build/29.1.a.0.101': 1183, 'lgl33l/v100': 1184, 'sm-g920v build/mmb29k': 1185, 'sm-j510fn': 1186,
'lgms330 build/lmy47v': 1187, 'microsoft': 1188, 'sm-t560nu build/nmf26x': 1189,
'samsung sm-g955f build/nrd90m': 1190, 'xt1053 build/lpas23.12-21.7-1': 1191, '5025g build/lmy47i': 1192,
'lg-h918 build/nrd90m': 1193, 'sm-g900w8': 1194, 'sm-j320v build/nmf26x': 1195, 'sm-j105b build/lmy47v': 1196,
'samsung sm-g550t1 build/mmb29k': 1197, '5010s build/mra58k': 1198, 'lg-h910 build/nrd90m': 1199,
'motoe2 build/lpcs23.13-56-5': 1200, 'lgms210 build/nrd90u': 1201, 'lg-m700 build/nmf26x': 1202,
'sm-g930v build/mmb29m': 1203, 'sm-a510m build/mmb29k': 1204, '5054n': 1205,
'samsung sm-g900a build/mmb29m': 1206, 'sm-g935v': 1207, 'samsung-sm-t677a': 1208, 'sm-j500fn': 1209,
'lgmp450 build/nrd90u': 1210, 'pixel 2 build/opm1.171019.011': 1211, 'sm-j701m build/nrd90m': 1212,
'z798bl build/mmb29m': 1213, 'huawei cun-l03 build/huaweicun-l03': 1214, 'lenovo-a6020l36 build/lmy47v': 1215,
'vs820': 1216, 'kfthwi build/ktu84m': 1217, 'lg-k530 build/nrd90u': 1218, 'sm-t827v build/nrd90m': 1219,
'samsung sm-g935f build/mmb29k': 1220, 'lg-h650 build/mra58k': 1221, 'samsung-sgh-i337 build/kot49h': 1222,
'lg-k220 build/mxb48t': 1223, 'lg-h810/h81021z': 1224, 'ale-l21 build/huaweiale-l21': 1225,
'redmi 4x build/n2g47h': 1226, 'samsung sm-g935a build/nrd90m': 1227, 'sm-t713 build/nrd90m': 1228,
'5051a build/mmb29m': 1229, 'lg-p714': 1230, 'samsung sm-g531h build/lmy48b': 1231,
'sm-g928g build/nrd90m': 1232, 'x10': 1233, 'gt-p5210 build/kot49h': 1234, 'gt-i9500': 1235,
'huawei y625-u13 build/huaweiy625-u13': 1236, 'hisense l675 build/mra58k': 1237, 'p5526a build/nrd90m': 1238,
'sm-t818v': 1239, 'es-mx': 1240, 'ta-1039 build/nmf26f': 1241, 'sm-a310m build/lmy47x': 1242, 'lg-d851': 1243,
'sm-j320v build/mmb29m': 1244, 'lg-h990 build/nrd90m': 1245, 'lg-v495/v49520l': 1246,
'sm-t350 build/mmb29m': 1247, 'pra-lx3 build/huaweipra-lx3': 1248, 'xt1080 build/su6-7.7': 1249,
'huawei y520-u03 build/huaweiy520-u03': 1250, 'lenovo a2016b30 build/mra58k': 1251, 'mya-l23': 1252,
'k88 build/mmb29m': 1253, 'motog3 build/mpis24.107-55-2-17': 1254, 'lgls770': 1255,
'lg-m153 build/mxb48t': 1256, 'qtair7 build/lmy47d': 1257, '2pq93': 1258, 'sm-j111m build/lmy47v': 1259,
'sm-s320vl': 1260, 'lg-h901': 1261, 'ilium': 1831, 'sm-t377v build/nmf26x': 1263,
'one a2005 build/mmb29m': 1264, 'sm-n910t build/mmb29m': 1265, 'android 5.1': 1266,
'xt1058 build/lpas23.12-21.7-1': 1267, 'pixel build/opm1.171019.011': 1268,
'pixel xl build/opm1.171019.011': 1269, 'lg-tp260 build/nrd90u': 1270, 'sm-n900v build/lrx21v': 1271,
'moto x play build/npd26.48-24-1': 1272, 'sky_5.0lm': 1273, 'sm-a320y build/nrd90m': 1274,
'sm-t230nu build/kot49h': 1275, 'kftt build/iml74k': 1276, '2ps64 build/nrd90m': 1277,
'samsung-sm-g930a': 1278, 'stv100-2 build/mmb29m': 1279, 'g3123 build/40.0.a.6.135': 1280,
'samsung sm-a300h build/lrx22g': 1281, 'z971': 1282, 'sm-g935w8': 1283, 'sm-p580 build/nrd90m': 1284,
'samsung-sm-j320a build/mmb29k': 1285, 'samsung-sm-j727a build/nrd90m': 1286, 'verykools5030': 1287,
'sm-j320p build/lmy47x': 1288, 'lgls751': 1289, 'f8331 build/41.2.a.7.76': 1290,
'sm-a520f build/mmb29k': 1291, 'blade l5 build/lmy47i': 1292, 'tommy2': 1293, 'rv:50.0': 1294,
'sla-l03 build/huaweisla-l03': 1295, 'moto e(4)build/nma26.42-11-3': 1296, 'sm-t280 build/lmy47v': 1297,
'f8331': 1298, 'z837vl': 1299, 'sm-a510f build/nrd90m': 1300, 'xt1580': 1301, 'sm-t820 build/nrd90m': 1302,
'sm-g550t1 build/mmb29k': 1303, 'lg-h871': 1304, 'lg-ls993 build/nrd90u': 1305, 'sm-t377w': 1306,
'samsung sm-j700m build/lmy48b': 1307, 'sm-g900f build/lrx21t': 1308, 'samsung-sm-g900a build/mmb29m': 1309,
'xt1032 build/kxb21.14-l1.40': 1310, 'xt1563 build/mpds24.107-52-5': 1311, 'blade': 3252,
'verykools5019': 1313, 'sm-g360v build/lmy48b': 1314, 'lg-x210 build/lmy47i': 1315,
'hi6210sft build/mra58k': 1316, 'samsung sm-t530nu build/lrx22g': 1317, 'c6743 build/lmy47v': 1318,
'bln-l24 build/honorbln-l24': 1319, 'sm-g935t': 1320, 'redmi note 3 build/mmb29m': 1321,
'samsung-sm-g900a build/lmy47x': 1322, 'e6810 build/5.320vz.03.r': 1323, 'e6553': 1324,
'pixel 2 xl build/opm1.171019.011': 1325, 'z835 build/nmf26v': 1326, 'lg-d725': 1327,
'xt1008 build/lpbs23.13-56-2': 1328, 'xt1040': 1329, 'en-us': 1330, 'sm-t807v': 1331, 'vs996': 1332,
'e6853': 1333, 'lg-k550 build/nrd90u': 1334, 'xt1030 build/su6-7.7': 1335, 'lg-m154': 1336,
'sm-j700t build/nmf26x': 1337, 'sm-g920f build/mmb29k': 1338, '8050g build/lmy47i': 1339,
'sm-a500fu build/mmb29m': 1340, 'sm-t337v': 1341, 'samsung-sm-t377a build/mmb29k': 1342, 'helio': 1343,
'blade v7 build/mra58k': 1344, 'motog3 build/mpi24.65-33.1-2': 1345, 'sm-n950f build/nmf26x': 1346,
'lgms550 build/mxb48t': 1347, 'xt1031': 1348, 'samsung sm-t710 build/nrd90m': 1349,
'lenovo tb-7703x build/s100': 1350, 'moto g(5)build/npps25.137-15-11': 1351, 'lt30p': 1352,
'moto g(4)build/npj25.93-14': 1353, 'mha-l09 build/huaweimha-l09': 1354,
'huawei vns-l31 build/huaweivns-l31': 1355, 'hisense l675 pro build/nrd90m': 1356,
'samsung-sm-g925a build/nrd90m': 1357, 'mi a1 build/n2g47h': 1358, 'sm-n900t': 1359,
'vs425pp build/lmy47v': 1360, 'sm-j727t build/nrd90m': 1361, 'lg-x220 build/lmy47i': 1362, 'att-ie11': 1363,
'samsung sm-g900f build/mmb29m': 1364, 'blade v8 build/nrd90m': 1365, 'sm-j700t1 build/nmf26x': 1366,
'sm-g930r7': 1367, 'lgus215 build/nrd90u': 1368, 'sm-t237p': 1369, 'ta-1038': 1370,
'sm-g930w8 build/nrd90m': 1371, 'sm-g950w': 1372, 'sm-j100vpp build/lmy48b': 1373, 'lgls990': 1374,
'sm-a500h': 1375, 'f3313 build/37.0.a.2.108': 1376, 'sm-g900i': 1377, 'sm-t813 build/nrd90m': 1378,
'rv:31.0': 1379, 'sm-j730gm build/nrd90m': 1380, 'h1711 build/huaweih1711': 1381,
'build/opr6.170623.013': 1382, 'lg-v930': 1383, 'lg-k240 build/mxb48t': 1384, 'z982 build/nmf26v': 1385,
'samsung sm-j700t build/nmf26x': 1386, 'rv:44.0': 1387, 'xt1055': 1388, 'moto e(4)build/ncq26.69-56': 1389,
'moto e(4)build/ndqs26.69-23-2-3': 1390, 'xt1575': 1391, 'sm-j327p build/mmb29m': 1392, 'sm-t377v': 1393,
'huawei g7-l03 build/huaweig7-l03': 1394, 'lg-d693n build/kot49i.v10a': 1395, 'sm-p900': 1396,
'sm-j500m build/mmb29m': 1397, 'samsung sm-n920t build/nrd90m': 1398, 'blade a510 build/mra58k': 1399,
'lgl62vl': 1400, 'bbb100-3': 1401, 'sm-n910c build/mmb29k': 1402, 'lg-ls997 build/nrd90m': 1403,
'sm-n950w': 1404, '4027a build/kot49h': 1405, 'rv:53.0': 1406, 'e2306 build/26.1.a.3.111': 1407, 'zte': 1408,
'lg-m150': 1409, 'htc one build/lrx22g': 1410, 'samsung sm-g925p build/nrd90m': 1411,
'samsung sm-g570m build/mmb29k': 1412, 'lg-h830 build/nrd90u': 1413, 'samsung sm-n920p build/nrd90m': 1414,
'samsung-sm-g890a build/mmb29k': 1415, 'samsung sm-g920t build/nrd90m': 1416,
'samsung sm-n920a build/nrd90m': 1417, 'rv:46.0': 1418, 'sm-t800 build/mmb29k': 1419, 'hp2015': 1420,
'moto g(5)build/npp25.137-38': 1421, 'samsung sm-g903f build/mmb29k': 1422, 'sm-j100mu': 1423,
'e6833': 1424, 'sm-g920w8': 1425, '5010g build/mra58k': 1426, 'a3_mini': 1427, 'xt1528': 1428,
'rv:39.0': 1429, 'sm-n900w8 build/lrx21v': 1430, 'sm-g920t1': 1431, 'hp': 1432, 'sm-s820l': 1433,
'xt1032 build/lpbs23.13-57-2': 1434, 'sm-g920v': 1435, 'samsung sm-g850f/g850fxxs2cqd9 build/lrx22g': 1436,
'lg-h850': 1437, 'redmi': 1438, 'd6708': 1439, 'lg-h900/h90022b': 1440, 'samsung-sm-g920a build/nrd90m': 1441,
'huawei can-l01 build/huaweican-l01': 1442, 'samsung sm-g935p build/nrd90m': 1443, 'wow64': 1444,
'samsung sm-j327t1 build/nrd90m': 1445, 'xt1563 build/mpd24.107-52': 1446,
'cro-l03 build/huaweicro-l03': 1447, 'hisense f23 build/nrd90m': 1448,
'moto c plus build/nrd90m.05.034': 1449, 'redmi note 4 build/nrd90m': 1450, 'lg-k373': 1451, 'sm-g530p': 1452,
'sm-j320fn build/lmy47v': 1453, 'moto x4 build/npw26.83-18-2-0-4': 1454, 'f5121 build/34.3.a.0.238': 1455,
'ilium x210 build/lmy47i': 1456, 'htc6545lvw': 1457, 'sm-s902l': 1458, 'c2104': 1459,
'samsung-sm-t537a': 1460, 'vs990 build/mra58k': 1461, 'sm-n920v': 1462, '5056a build/mmb29m': 1463,
'lenovo a6020l37 build/lmy47v': 1464, 'samsung-sm-g928a build/nrd90m': 1465, 'ph-1': 1466, 'g3423': 1467,
'e5803 build/32.4.a.1.54': 1468, 'hisense u963 build/mra58k': 1469, 'moto x4 build/npw26.83-42': 1470,
'f3113 build/33.2.a.3.81': 1471, 'htc one_m8 build/mra58k': 1472, 'samsung sm-g530t build/lmy47x': 1473,
'sm-g530h build/ktu84p': 1474, 'sm-p355m build/mmb29m': 1475, 'one touch 4016a build/jdq39': 1476,
'ilium x510 build/mra58k': 1477, 'blade a520 build/nrd90m': 1478, 'vs986 build/mra58k': 1479,
'xt1609 build/mpis24.241-2.35-1-17': 1480, 'samsung-sm-g890a': 1481, 'lg-d855 build/lrx21r': 1482,
'lg-h631': 1483, 'fp2': 1484, 'gt-n5110': 1485, 'm3': 1486, 'g3313 build/43.0.a.5.79': 1487,
'sm-g955u1 build/nrd90m': 1488, 'sm-j530gm build/nrd90m': 1489, 'xt1563': 1490, 'kfsuwi build/lvy48f': 1491,
'r1': 1492, 'blade l2 plus build/kot49h': 1493, 'samsung sm-g925f build/nrd90m': 1494, 'xt1635-02': 1495,
'lg-v521': 1496, 'ta-1038 build/nmf26o': 1497, 'sch-i435': 1498, 'sm-g928t build/nrd90m': 1499, 'p027': 1500,
'5054s build/lmy47v': 1501, 'motog3-te build/mpds24.65-33-1-30': 1502, 'xt1064': 1503,
'sm-j327t1 build/nrd90m': 1504, 'p00c': 1505, 'samsung sm-g920f build/nrd90m': 1506,
'lg-h840 build/mmb29m': 1507, 'lenovo tb-x103f build/lenovotb-x103f': 1508, 'revvlplus': 1509,
'lg-m430 build/nrd90u': 1510, 'xt1060': 1511, 'huawei nxt-l09 build/huaweinxt-l09': 1512,
'lenovoa3300-gv build/jdq39': 1513, 'rv:35.0': 1514, 'kfmewi': 1515, 'le x520 build/iexcnfn5902303111s': 1516,
'nexus 6p build/opr5.170623.014': 1517, 'lg-m327 build/nrd90u': 1518, 'samsung-sm-g890a build/nrd90m': 1519,
'pspc550 build/lmy47d': 1520, 'sm-g930vl build/nrd90m': 1521, 'stv100-3': 1522,
'samsung sm-n950u1 build/nmf26x': 1523, 'sm-a320y': 1524, 'samsung sm-a720f build/nrd90m': 1525,
'sm-g355m build/kot49h': 1526, 'me173x': 1527, 'gt-s7580l build/jdq39': 1528, 'alcatel': 2442,
'nxa116qc164': 1530, 'zte blade l5 build/lmy47i': 1531, 'sm-g360v': 1532, 'sm-g925f build/nrd90m': 1533,
'ax820 build/mra58k': 1534, 'sm-g360m': 1535, 'v.40r': 1536, 'blu': 1537, 'malc': 1538,
'sm-g928v build/mmb29k': 1539, 'asus_z00ed': 1540, 'sh-04f': 1541, 'trekker-x3 build/mmb29m': 1542,
'blade l7 build/mra58k': 1543, 'nexus 5 build/m4b30z': 1544, 'venue': 1545,
'samsung sm-j327a build/nrd90m': 1546, 'sm-t310 build/kot49h': 1547, 'sm-a310f build/mmb29k': 1548,
'moto g(4)build/npjs25.93-14-8': 1549, 'moto e(4)plus build/nma26.42-11-3': 1550, 'vs880pp': 1551,
's.n.o.w.4': 1552, 'sm-j727t1 build/nrd90m': 1553, 'samsung-sm-n900a': 1554,
'samsung sm-g900t build/mmb29m': 1555, 'sgh-i337m build/lrx22c': 1556, 'sm-n900t build/lrx21v': 1557,
'mami': 1558, 'm4': 1559, 'sm-n9005 build/lrx21v': 1560, 'trekker-m1': 1561, 'sch-i535': 1562,
'lg-v496': 1563, 'nokia': 2779, 'sgh-i317m': 1565, 'turbo c5 build/lmy47i': 1566,
'e5506 build/29.2.a.0.166': 1567, 'lg-h540': 1568, 'lg-d855': 1569, 'z963vl': 1570,
'samsung sm-j327p build/mmb29m': 1571, 'vfd': 1572, 'sm-s906l': 1573,
'huawei y560-l03 build/huaweiy560-l03': 1574, 'pra-lx1 build/huaweipra-lx1': 1575, 'lg-h443/h44312g': 1576,
'lenovo tb2-x30f build/lenovotb2-x30f': 1577, '2pyb2': 1578, 'htc one a9s build/mra58k': 1579,
'lg-k450 build/mxb48t': 1580, 'sm-n950u1 build/nmf26x': 1581, 'zte-z835': 1582, 'xt1033': 1583,
'sm-g900r4': 1584, 'lg-k430 build/mra58k': 1585, 'g8141 build/47.1.a.5.51': 1586, 'z956 build/mmb29m': 1587,
'vs880': 1588, '5049w build/nrd90m': 1589, 'bla-l29 build/huaweibla-l29': 1590, '5057m': 1591, 'k88': 1592,
'blade a460 build/lmy47o': 1593, 'blu life xl build/l050u': 1594, 'coolpad': 1595, 'vivo': 2391,
'sm-g930t1': 1597, '2pzc5': 1598, 'sm-t113 build/ktu84p': 1599, 'att': 1600, 'studio': 2940,
'z959 build/lmy47v': 1602, 'zte blade a321 build/nmf26f': 1603, 'htc6535lvw': 1604,
'motog3 build/mpi24.65-25': 1605, 'lg-x165g build/lrx21m': 1606, 'sm-j327t build/nrd90m': 1607, 'slay': 1608,
'orbis': 1609, 'samsung sm-g925i build/nrd90m': 1610, 's57 build/ktu84p': 1611,
'samsung sm-a510m build/nrd90m': 1612, 'sm-a500m build/lrx22g': 1613, 'samsung sm-j111m build/lmy47v': 1614,
'sch-i545 build/lrx22c': 1615, 'lg-h345': 1616, 'sm-s907vl': 1617, 'samsung-sm-g870a': 1618,
'sm-j727vpp build/nrd90m': 1619, 'lgl58vl': 1620, 'samsung sm-p580 build/nrd90m': 1621,
'9003a build/mra58k': 1622, 'moto g(5)plus build/npn25.137-82': 1623, 'lg-m400 build/nrd90u': 1624,
'xt1058': 1625, 'htc6525lvw': 1626, 'frd-l14 build/huaweifrd-l14': 1627, 'xt1096': 1628, 'qwestie8': 1629,
'samsung-sm-t817a': 1630, 'asus': 1631, 'lg-d331': 1632, 'lg-m255': 1633, 'sm-g928f': 1634,
'verykools5525': 1635, 'kfsowi': 1636, 'sm-n920r4': 1637, 'sm-p550 build/nmf26x': 1638, 'sm-s550tl': 1639,
'a621r': 1640, 'samsung sm-n950f build/nmf26x': 1641, 'lg-h810/h81022f': 1642,
'f5121 build/34.3.a.0.252': 1643, 'sgh-m919n': 1644, 'h1611': 1645, 'xt1063 build/mpb24.65-34-3': 1646,
'lgl52vl build/lmy47v': 1647, 'sm-n920a build/mmb29k': 1648, 'g3223 build/42.0.a.4.101': 1649,
'lg-lk460': 1650, 'xt1094': 1651, 'p5026a': 1652, 'samsung-sm-g530az build/lmy48b': 1653,
'lgls665 build/lmy47v': 1654, 'samsung sm-n900t build/lrx21v': 1655, 'sm-g610m build/nrd90m': 1656,
'z833': 1657, 'lg-d850': 1658, 'd6503': 1659, 'sm-a720f build/nrd90m': 1660,
'samsung sm-j530gm build/nrd90m': 1661, 'moto c build/nrd90m.046': 1662, 'zte a2017u build/nrd90m': 1663,
'gt-n7100': 1664, 'samsung sm-j710mn build/mmb29k': 1665, 'xt1063 build/mpb24.65-34': 1666, 'sm-p605v': 1667,
'rv:37.0': 1668, 'samsung sm-g928g build/nrd90m': 1669, 'lenovo tab 2 a7-30gc build/kot49h': 1670,
'lg-k428 build/nrd90u': 1671, 'blu studio c 5+5 build/lrx21m': 1672, 'f3113': 1673, 'sm-s975l': 1674,
'xt1097': 1675, 'motog3-te build/mpds24.65-33-1-3': 1676, '0pm92': 1677, 'd2306': 1678,
'mya-l13 build/huaweimya-l13': 1679, 'lg-h700 build/nrd90u': 1680, 'a50c+': 1681,
'samsung sm-g900m build/lrx21t': 1682, '5095i build/mra58k': 1683, 'lg-v495': 1684,
'f3213 build/36.0.a.2.146': 1685, 'a1601 build/lmy47i': 1686, 'lgus991': 1687, 'samsung-sm-t807a': 1688,
's6000': 1689, 'sm-j320vpp': 1690, 'rv:52.9': 1691, 'samsung sm-t800 build/mmb29k': 1692, 'intel': 1693,
'blade a475 build/lmy47d': 1694, 'lg-k550': 1695, 'e5506': 1696, 'samsung sm-g900i build/mmb29m': 1697,
'win64': 1698, '0pja2': 1699, 'blu energy x plus build/lrx21m': 1700, 'sm-a710m build/nrd90m': 1701,
'5015a build/lmy47i': 1702, 'samsung sm-j530f build/nrd90m': 1703, 'sm-g900l': 1704, 'asus_p00j': 1705,
'ta-1025': 1706, 'sm-s327vl': 1707, 'a0001 build/mhc19q': 1708, 'gt-i9195l': 1709, '6039a build/lrx22g': 1710,
'sm-a800i': 1711, 'lg-d959': 1712, 'sm-g900v build/lrx21t': 1713, 'samsung sm-g930r4 build/nrd90m': 1714,
'lgl83bl': 1715, 'sm-g928p': 1716, 'c6906 build/14.6.a.1.236': 1717, 'k92': 1718, 'k90u': 1719,
'samsung-sm-g935a': 1720, 'xt1580 build/npks25.200-12-9': 1721, 'sm-a310f build/nrd90m': 1722, 'boie9': 1723,
'sm-t377p': 1724, 'lg-ls995': 1725, 'lgus990': 1726, 'sm-g935u': 1727, 'xt1021 build/kxc21.5-40': 1728,
'kiw-l24': 1729, 'sm-t377t': 1730, 'rv:43.0': 1731, 'lg-d320 build/kot49i.v10a': 1732,
'alcatel_5044r build/nrd90m': 1733, 'samsung-sm-n910a': 1734, 'htc6500lvw': 1735,
'xt1575 build/nphs25.200-23-1': 1736, 'rs988': 1737, 'lg-h931': 1738, 'rct6s03w12': 1739,
'samsung-sm-g920a build/mmb29k': 1740, 'sm-t807t': 1741, 'cam-l23': 1742, 'sm-t817t': 1743, 'sm-j727p': 1744,
'sm-g550t2': 1745, 'vs985': 1746, 'lg-h815 build/mra58k': 1747, 'sm-g900p': 1748,
'samsung sm-j320m build/lmy47v': 1749, 'bba100-1': 1750, '831c': 1751, 'lg-h830': 1752,
'alcatel one touch 7047a build/jdq39': 1753, 'sm-g800f build/mmb29k': 1754, 'sm-e700m': 1755,
'samsung sm-j710mn build/nrd90m': 1756, 'z831': 1757, 'gt-p3100': 1758, 'e5606': 1759,
'samsung-sm-g900a': 1760, 'asus_z00ud': 1761, 'sm-n900p build/lrx21v': 1762, 'lg-v700': 1763,
'samsung sm-j700t1 build/nmf26x': 1764, 'p008 build/nrd90m': 1765, 'oneplus': 1766,
'samsung-sm-j320a build/nmf26x': 1767, 'sm-g800m build/kot49h': 1768, 'bbb100-2': 1769, 'lg-d680': 1770,
'sm-s727vl build/mmb29m': 1771, 'f3313': 1772, 'one': 1773, 'd5106': 1774, 'samsung-sgh-i337': 1775,
'lgl84vl build/nrd90u': 1776, 'ta-1028 build/nmf26o': 1777, 'yoga': 1778, 'd5316': 1779, 'sph-l720': 1780,
'sm-n915v': 1781, '0paj5': 1782, 'rct6513w87 build/mra58k': 1783, 'e6853 build/32.4.a.1.54': 1784,
'sm-g720ax': 1785, 'sm-g900m build/mmb29m': 1786, '6045i build/lrx22g': 1787, 'e2006': 1788, 'bbb100-1': 1789,
'gt-i9060l build/jdq39': 1790, 'sm-t530': 1791, 'infinit': 1792, 'sm-j110m build/lmy48b': 1793,
'lg-d213': 1794, 'lava_a3': 1795, 'gt-s7390': 1796, 'alcatel_5054o': 1797,
'lenovo yt3-x50f build/mmb29m': 1798, 'samsung-sm-g925a': 1799, 'sm-a300h': 1800, 'huawei build/mmb28b': 1801,
'ilium l620 build/nrd90m': 1802, 'sm-n910p': 1803, 'lenovo pb2-650y build/mra58k': 1804, 'sm-g9250': 1805,
'sm-n920c build/nrd90m': 1806, 'sm-j710gn': 1807, 'sm-a500w': 1808, 'nexus 6 build/n6f27m': 1809,
'moto z2 play build/npss26.118-19-11': 1810, 'qtaqz3 build/kot49h': 1811, 'm4 ss4452 build/lmy47v': 1812,
'sm-t110 build/jdq39': 1813, 'neffos c5 build/lmy47d': 1814, 'ta-1028 build/nrd90m': 1815,
'ta-1044 build/nmf26f': 1816, 'astro': 2846, 'samsung-sm-j320az': 1818, 'bg2-w09': 1819,
'sm-j700h build/mmb29k': 1820, 'gt-p5110': 1821, 'asus_z01kd': 1822, 'lg-k330': 1823,
'sm-j530f build/nrd90m': 1824, 'lg-d693n': 1825, 'lg-h525n build/mra58k': 1826, 'p5006a': 1827,
'samsung sm-j510mn build/mmb29m': 1828, 'iris 870 build/mra58k': 1829,
'xt1032 build/kxb20.9-1.10-1.24-1.1': 1830, 'lg-h932': 1832, 'sm-t705': 1833, 'sm-g920i': 1834,
'moto g(4)build/npjs25.93-14-13': 1835, 'samsung sm-j120h build/lmy47v': 1836,
'moto g(5)build/npp25.137-15': 1837, '7048a build/lrx22g': 1838, '4013m build/kot49h': 1839,
'stv100-1': 1840, 'moto c build/nrd90m.054': 1841, 'lg-e450f': 1842, 'lg-h960': 1843,
'gxq6580_weg_l build/lmy47i': 1844, 'sm-g930t': 1845, 'beat': 1846, 'sm-g928g build/mmb29k': 1847,
'vk700 build/lrx22g': 1848, 'eva-l19 build/huaweieva-l19': 1849, 'lgl57bl': 1850, 'xt1023': 1851,
'xt1008': 1852, 'sm-g900t1': 1853, 'neffos x1 max build/nrd90m': 1854, 'm4 ss4458 build/mmb29m': 1855,
'e6603': 1856, 'a96 build/lmy47i': 1857, 'lenovo tb3-710i build/lmy47i': 1858, 'sm-a520w build/nrd90m': 1859,
'samsung sm-j500m build/mmb29m': 1860, 'e5803': 1861, 'e2104': 1862, 'samsung sm-g800f build/mmb29k': 1863,
'sm-t800': 1864, 'was-lx1a build/huaweiwas-lx1a': 1865, 'alcatel_5098o build/mmb29m': 1866,
'blade a465 build/lmy47d': 1867, 'ilium x520 build/nrd90m': 1868, 'sla-l02': 1869, 'f5121': 1870,
'rv:29.0': 1871, 'lg-h735 build/lmy47v': 1872, 'max': 1873, 'g620s-l03': 1874, 'sm-g318ml': 1875,
'samsung sm-a320y build/nrd90m': 1876, 'sm-t320 build/kot49h': 1877, 'motog3 build/mpi24.65-25.1': 1878,
'f1f build/lmy47v': 1879, 'moto g play build/njh47f': 1880, 'huawei lua-u23 build/huaweilua-u23': 1881,
'lg-h343': 1882, 'mi a1 build/opr1.170623.026': 1883, 'lgms323': 1884, 'verykools5004': 1885,
'sm-j710mn build/nrd90m': 1886, 'lg-h650 build/lmy47v': 1887, 'd2306 build/18.6.a.0.182': 1888,
'samsung sm-g925p build/mmb29k': 1889, 'f3213': 1890, 'sm-g928p build/nrd90m': 1891, 'u': 1892,
'htc_d10i': 1893, 'ta-1027 build/n2g47h': 1894, 'vtr-l29': 1895, 'ta-1025 build/nmf26f': 1896,
'iris 820 build/mra58k': 1897, 'wileyfox': 1898, 'lg-h340ar': 1899, 'ilium l610 build/mra58k': 1900,
'ideatab': 1901, 'a9': 1902, 'iphone': 1903, 'redmi 4a build/n2g47h': 1904,
'moto z2 play build/npss26.118-19-14': 1905, 'blade l3 build/kot49h': 1906,
'zte blade a512 build/mmb29m': 1907, '4047a build/nrd90m': 1908, 'n9136': 1909, 'sm-g610f build/nrd90m': 1910,
'dt0704k08': 1911, 'hisense': 1912, 'sm-g920r4': 1913, 'a466bg': 1914, 'nem-l51 build/honornem-l51': 1915,
'4047g build/nrd90m': 1916, 'motog3': 1917, 'mi': 2154, 'alcatel one touch 5036a build/jdq39': 1919,
'd5316 build/19.4.a.0.182': 1920, 'lg-k420': 1921, 'sm-a300fu build/mmb29m': 1922, '1016s': 1923,
'lenovo tb3-710f build/lrx21m': 1924, 'sgp621 build/23.5.a.1.291': 1925, 'lg-v520': 1926,
'rs988 build/mmb29m': 1927, 'asus_x008dc build/nrd90m': 1928, 'asus_z01bda': 1929,
'alcatel one touch 7042a build/jdq39': 1930, 'archos': 1931, 'rct6773w22b': 1932, 'xt1032': 1933,
'f80 piabella build/mra58k': 1934, 'xt1650 build/npls26.118-20-5-11': 1935,
'samsung sm-a510f build/nrd90m': 1936, 'sm-j320w8': 1937, 'sm-g955f': 1938,
'samsung sm-g610m build/nrd90m': 1939, 'grand2c': 1940, 'lg-d625': 1941, 'ftj152d': 1942, 'sm-g928v': 1943,
'qtasun1': 1944, 'z799vl': 1945, 'bba100-2': 1946, 'sm-j710f build/nrd90m': 1947, 'ht0701a16': 1948,
'ego': 1949, 'samsung sm-g920i build/nrd90m': 1950, 'sm-g903f build/mmb29k': 1951, 'asus_x00dd': 1952,
'aquaris u plus build/nmf26f': 1953, 'robin': 1954, 'verykools5035': 1955, 'icon': 1956, 'xt1680': 1957,
'one a2003 build/mmb29m': 1958, 'moto g play build/npi26.48-36': 1959, 'verykools4009': 1960, 'z839': 1961,
'5085b build/mra58k': 1962, 's60 build/mmb29m': 1963, 'asus_z00ad build/lrx21v': 1964,
'huawei gra-l09 build/huaweigra-l09': 1965, 'sm-g930f build/mmb29k': 1966,
'samsung-sm-j320az build/mmb29k': 1967, 'xt1092': 1968, 'moto c build/nrd90m.050': 1969,
'sm-g570m build/nrd90m': 1970, 'huawei lyo-l21 build/huaweilyo-l21': 1971, 'playtab': 1972,
'tab2a7-10f': 1973, 'vky-l09 build/huaweivky-l09': 1974, 'lg-h815': 1975, 'u feel lite build/mra58k': 1976,
'e5823 build/32.4.a.1.54': 1977, 'pixel 2 xl build/opm1.171019.013': 1978, 'sm-a320fl build/nrd90m': 1979,
'n817': 1980, 'joy': 1981, 'c6906': 1982, 'e6810': 1983, 'sm-j710gn build/mmb29k': 1984,
'sm-t530 build/lrx22g': 1985, 'pixel build/opm1.171019.012': 1986, 'was-l03t build/huaweiwas-l03t': 1987,
'tornado': 1988, 'sm-g950u build/r16nw': 1989, 'sm-j500fn build/mmb29m': 1990, 'sm-t825 build/nrd90m': 1991,
'lgls775 build/mmb29m': 1992, 'moto g(5)plus build/npn25.137-92': 1993, 'sm-g390w': 1994,
'samsung sm-j500fn build/mmb29m': 1995, 'sm-a510f build/mmb29k': 1996, 'gt-i9195i': 1997,
'asus_x015d build/nrd90m': 1998, 'ideataba1000-f': 1999, 'lm-x210(g': 2000, 'alter': 2001, 'sm-g390f': 2002,
'e5823': 2003, 'a37f': 2004, 'f5321 build/34.3.a.0.238': 2005, 'tab7': 2006, 'lgls675 build/lmy47v': 2007,
'ilium l950 build/ktu84p': 2008, 'rv:59.0': 2009, 'e6633': 2010, 'lg-h831 build/nrd90u': 2011,
'sm-t555': 2012, 'trt-lx3': 2013, 'highway': 2014, 'verykools5034': 2015, 'rct6203w46 build/kot49h': 2016,
'samsung sm-j320fn build/lmy47v': 2017, 'moto z2 play build/npss26.118-19-4': 2018, 'gt-n8000': 2019,
'samsung sm-n900w8 build/lrx21v': 2020, 'mobiistar_lai_yuna_x': 2021, 'iris80': 2022,
'gt-i9505 build/lrx22c': 2023, 'vtr-l09 build/huaweivtr-l09': 2024, 'bnd-l21 build/honorbnd-l21': 2025,
'nexus 5x build/opm3.171019.013': 2026, 'samsung sm-a320fl build/nrd90m': 2027, 'lg-d802': 2028,
'htc u11 build/opr6.170623.013': 2029, 'lg-d722': 2030, 'sla-l22': 2031,
'moto g(5)build/npp25.137-93': 2032, 'pixel 2 build/opm2.171019.016': 2033,
'xt1021 build/lpcs23.13-34.8-3': 2034, 'lglk430': 2035, 't1': 2036, 'tr10cs1 build/jdq39': 2037,
'redmi 3s build/mmb29m': 2038, 'e2303': 2039, 'sm-g531f': 2040, 'e8qp': 2041, 'samsung-sm-n920a': 2042,
'sm-a310m build/nrd90m': 2043, 'lgl41c': 2044, 'grand': 2045, 'sm-g903m': 2046, '9022x': 2047,
'alp-l09 build/huaweialp-l09': 2048, 'sm-g850m build/lrx22g': 2049, 'lg-f400k': 2050, 'rct6223w87': 2051,
'e2104 build/24.0.a.5.14': 2052, '9002a': 2053, 'covet build/nrd90m': 2054, 'xt1080': 2055,
'sm-j120fn build/lmy47x': 2056, 'rne-l03 build/huaweirne-l03': 2057, 'me301t': 2058,
'sm-g900f build/kot49h': 2059, 'ta-1027': 2060, 'sgh-m919 build/ktu84p': 2061, 'p5006a build/nrd90m': 2062,
'g8141': 2063, 'sm-g530w': 2064, 'ax921 build/mra58k': 2065, 'sm-n910f build/mmb29m': 2066,
'zte blade a511 build/mra58k': 2067, 'ilium l1000 build/lrx22g': 2068, 'kyy22': 2069, 'asus_z017d': 2070,
'lg-h870ds build/nrd90u': 2071, 'lgls755': 2072, 'stellar': 2323, 'gt-i9515': 2074,
'frd-l09 build/huaweifrd-l09': 2075, 'ax1070': 2076, 'samsung sm-t550 build/nmf26x': 2077, 'sens': 2078,
'vt0701a08': 2079, 'duk-al20': 2080, 'lenovo pb2-670y build/mra58k': 2081, 'sm-j510f': 2082,
'sm-j330fn build/nrd90m': 2083, 'htc desire 526g build/kot49h': 2084, 'sm-j330f': 2085, '4003a': 2086,
'rv:60.0': 2087, 'htc_one_m8s/2.12.111.1': 2088, 'z832 build/mmb29m': 2089,
'samsung sm-a510m build/mmb29k': 2090, 'cph1701': 2091, 'a952': 2092, 'e5306 build/27.3.a.0.165': 2093,
'z9 plus build/nrd90m': 2094, 'dash': 2431, 'lg-d320': 2096, 'nx521j': 2097, '916': 2098, '4034g': 2099,
'gravity build/nrd90m': 2100, 'plus': 2101, 'pixel build/opm1.171019.016': 2102, 'sm-n910t3': 2103,
'9203a build/mra58k': 2104, 'mha-l29 build/huaweimha-l29': 2105, 'sgh-i337m': 2106, 'pe-tl10': 2107,
'z2': 2108, 'sgh-m919v': 2109, 'tmovi build/vision': 2110, 'xt1068': 2111, 'advance': 2112, 'sm-g360f': 2113,
'plk-l01 build/honorplk-l01': 2114, 'za409': 2115, 'energy x 2 build/e050l': 2116,
'lg-h850 build/mmb29m': 2117, 'gt-i8200n': 2118, 'hisense f102 build/nrd90m': 2119, '5017a': 2120,
'moto x4 build/opw27.57-40': 2121, 'b1-810': 2122, 'moto g play build/npis26.48-36-2': 2123,
'stv100-4 build/lmy47v': 2124, 'ta-1004': 2125, 'sm-g313ml': 2126, 'sm-g530m': 2127, 'lg-e980h': 2128,
'bah-l09 build/huaweibah-l09': 2129, 'dli-l22 build/honordli-l22': 2130, 'sm-g388f': 2131,
'htcd160lvwpp': 2132, 'htc one mini build/kot49h': 2133, 'sm-n9500': 2134, 'samsung-sgh-i537': 2135,
'5042a': 2136, 'sm-g903w': 2137, 'bln-l21 build/honorbln-l21': 2138, 'sm-g730v': 2139, 'alumini': 2140,
'9008a build/nrd90m': 2141, 'ideataba2109a': 2142, 'g3223 build/42.0.a.4.167': 2143,
'lg-m710 build/nrd90u': 2144, 'xt1254': 2145, 'sm-j510fn build/nmf26x': 2146, 'lg-h520': 2147,
'aquaris_a4.5': 2148, 'sm-j500g': 2149, 'hisense t963 build/mra58k': 2150, 'sm-j200h': 2151,
'8080 build/lrx21m': 2152, 'sm-g530fz': 2153, 'logic': 2155, 'xt1650 build/npls26.118-20-5-3': 2156,
'pixel 2 build/opm1.171019.019': 2157, 'asus_x00dda': 2158, 'huawei y360-u23 build/huaweiy360-u23': 2159,
'e6653 build/32.4.a.1.54': 2160, 'nxa8qc116': 2161, 'aerial': 2162, 'xs-z47b7vqtmxs': 2163, 's70v': 2164,
'8062 build/mra58k': 2165, 'lg-d400': 2166, 'samsung-sm-g930az': 2167, 'xt1572 build/nphs25.200-15-8': 2168,
'd6603': 2169, 'zte blade v8 mini build/nrd90m': 2170, 'ta-1044': 2171,
'moto g(5)plus build/npns25.137-92-4': 2172, 'vtr-al00 build/huaweivtr-al00': 2173,
'mya-l03 build/huaweimya-l03': 2174, 'hisense f32 build/nmf26f': 2175, 'sm-t217s build/kot49h': 2176,
'b3-a40': 2177, 'zuum_zen_i build/lrx21m': 2178, 'b3-a20': 2179, 'en-gb': 2180, 'gt-s5310l': 2181,
'vs5012 build/nrd90m': 2182, 'c1904': 2183, 'sm-t585': 2184, 'sm-t580': 2185, 'f3111 build/33.3.a.1.97': 2186,
'lgls992': 2187, 'bv7000': 2188, 'k10': 2189, 'lg-p708g': 2190, 'sm-g925i': 2191, 'sm-g386w': 2192,
'sm-a300m': 2193, 'huawei m2-801w build/huaweim2-801w': 2194, 'samsung sm-g920f build/lrx22g': 2195,
'lenovo yt3-850f build/mmb29m': 2196, 'ple-701l': 2197, 'limit': 2198, 'sm-t285m': 2199, 'iris702': 2200,
'sm-j530g': 2201, 'lg-h812': 2202, 'lgl164vl build/nrd90u': 2203, 'huawei can-l11 build/huaweican-l11': 2204,
'nx16a8116kp': 2205, 'sm-e500m': 2206, 'a574bl build/nmf26f': 2207, 'samsung sm-a730f build/nmf26x': 2208,
'sm-t827r4': 2209, 'lenovo yt3-850m build/mmb29m': 2210, 'f3313 build/37.0.a.2.248': 2211,
'ta-1044 build/opr1.170623.026': 2212, 'sm-g950f build/r16nw': 2213, 'f5321 build/34.2.a.2.47': 2214,
'sm-g7105': 2215, 'gt-s7275b': 2216, 'minion_tab': 2217, 'x900+': 2218, 'samsung-sm-j327az': 2219,
'lgms428': 2220, 'samsung sm-t813 build/nrd90m': 2221, 'ilium lt520 build/nrd90m': 2222,
'samsung-sm-n900a build/lrx21v': 2223, 'sm-a530f build/nmf26x': 2224, 'sm-p607t': 2225,
'redmi 5 plus build/n2g47h': 2226, 'sm-t355y build/nmf26x': 2227, 'sm-j700p': 2228,
'ilium x220 build/mra58k': 2229, 'lgl163bl': 2230, 'ta-1052': 2231, 'pixel xl build/opm1.171019.016': 2232,
'o1': 2233, 'origins': 2234, 'asus_z017da': 2235, 'moto g(5)build/npps25.137-93-4': 2236, 'lg-m257': 2237,
'aquaris x5 plus build/nmf26f': 2238, 'xt1072': 2239, 'verykool': 2240, 'x3402': 2241, 'lgms345': 2242,
'lg-v500': 2243, 'a1-850': 2244, 'a97': 2245, 'sm-n920p': 2246, 'fig-lx3 build/huaweifig-lx3': 2247,
'5045i': 2248, 'stf-l09 build/huaweistf-l09': 2249, 'alcatel_4060o build/mmb29m': 2250, 'lgus992': 2251,
'xt1609': 2252, 'sm-t537v': 2253, 'moto x4 build/opws27.57-40-6': 2254, 'sc-02h': 2255, 'sm-a500fu': 2256,
'ilium pad t7x build/lmy47i': 2257, 'xt1095': 2258, 'samsung sm-a310f build/nrd90m': 2259,
'gt-n5110 build/jdq39': 2260, '5056n': 2261, 'samsung-sgh-i497': 2262,
'moto e(4)plus build/nma26.42-142': 2263, 'alcatel one touch 7040a build/jdq39': 2264, 'zte-z956': 2265,
'e5306 build/27.3.a.0.129': 2266, 'c6903': 2267, 'bla-l09 build/huaweibla-l09': 2268,
'alp-l09 build/huaweialp-l09s': 2269, 'magno': 2270, 'alcatel_5056o': 2271, 'lg-sp200': 2272,
'xt1650 build/ncls26.118-23-13-6-5': 2273, 'vk815': 2274, 'samsung sm-g950f build/r16nw': 2275,
'moto g(4)build/npjs25.93-14-8.1-4': 2276, 'sm-c900f': 2277, 'p5046a': 2278, 'stk_sync_5e': 2279,
'vs996 build/opr1.170623.026': 2280, 'sm-g955u build/r16nw': 2281, 'was-tl10 build/huaweiwas-tl10': 2282,
'g25524k': 2283, 'sgp511': 2284, 'samsung-sm-j120a': 2285, 'sov33 build/35.0.d.2.25': 2286,
'z813 build/lmy47o': 2287, 'g3223': 2288, 'sm-g730w8 build/kot49h': 2289, '4034e': 2290, 'mya-l11': 2291,
'sm-a520w': 2292, 'rct6k03w13': 2293, 'd5306': 2294, 'rv:14.0': 2295, 'samsung-sm-g925a build/mmb29k': 2296,
'a5002': 2297, 'pixel 2 xl build/opm1.171019.021': 2298, 'sm-t210': 2299, 'nyx_a1': 2300, 'f3311': 2301,
'pixel 2 build/opm1.171019.021': 2302, 'mi max 2 build/nmf26f': 2303, 'sph-l720t': 2304, 'xt1021': 2305,
'nexus 6 build/mob30m': 2306, 'sm-n920t': 2307, 'b1-790': 2308, 'g527-u081': 2309, 'lg-d681': 2310,
'samsung sm-g570m build/nrd90m': 2311, 'helix': 2312, 'xt890 build/9.8.2i-50_sml-25': 2313,
'samsung sm-g9600 build/r16nw': 2314, 'sm-g925t build/lmy47x': 2315, 'sm-g900m build/kot49h': 2316,
'pixel xl build/opm1.171019.021': 2317, 'moto g(5)plus build/npn25.137-15': 2318,
'samsung sm-g950u build/r16nw': 2319, 'g3123': 2320, 'xt1710-02': 2321, 'sm-g9600 build/r16nw': 2322,
'zur70016': 2324, 'sm-g928g': 2325, 'samsung sm-a310m build/lmy47x': 2326, 'star': 2327, 'g8341': 2328,
'xt1580 build/npks25.200-17-8': 2329, 'lex829': 2330, 'ta-1027 build/opr1.170623.026': 2331, 'ta-1020': 2332,
'ht0703k16': 2333, 'aquaris v build/n2g47h': 2334, 'sm-g350m': 2335, 'infinix': 2336, 'h550': 2337,
'm431': 2338, 'aoc_u706g': 2339, 'gigaset': 2340, 'sla-l23': 2341, 'samsung sm-g955u build/r16nw': 2342,
'lg-h221': 2343, 'g3123 build/40.0.a.6.189': 2344, 'grace': 2345, 'pmid7102dc': 2346, 'sm-j500h': 2347,
'moto g(4)build/npjs25.93-14-15': 2348, 'lg-sp320': 2349, 'build/opr1.170623.032': 2350, 'v502015': 2351,
'zte blade a6 build/nmf26f': 2352, 'aerial build/nrd90m': 2353, 'vs980 4g build/lrx22g': 2354, 'grant': 2355,
'moto c build/nrd90m.057': 2356, 'sm-g965u build/r16nw': 2357,
'samsung sm-a310f/a310fxxu4crb1 build/nrd90m': 2358, 'xt1225': 2359, 'm4 ss4457-r build/nrd90m': 2360,
'samsung sm-n950u build/r16nw': 2361, 'r831l': 2362, 'swift': 2363, 'pra507': 2364, 'f8131': 2365,
'iris50': 2366, 'm10/q1010': 2367, 'ax705': 2368, 'samsung sm-g965u1 build/r16nw': 2369, 'htcd100lvwpp': 2370,
'p01m': 2371, 'p00a': 2372, 'lg-v522': 2373, 'samsung-sm-g900a build/kot49h': 2374, 'sm-t380': 2375,
'rne-l21 build/huaweirne-l21': 2376, 'htcd200lvw': 2377, 'sm-n950u build/r16nw': 2378,
'moto e(4)build/ndqs26.69-64-2': 2379, 'sm-p600': 2380, 'b1-750': 2381, 'gt-s7582l': 2382, 'lg-h820': 2383,
'samsung-sm-t377a': 2384, 'sm-t587p': 2385, 'z557bl': 2386, 'f3111 build/33.3.a.1.115': 2387, 'a577vl': 2388,
'sm-g960u build/r16nw': 2389, 'htc_one': 2390, 'sm-g955f build/r16nw': 2392, 'sm-g925r4': 2393, 'za990': 2394,
'4009f': 2395, 'was-lx2j': 2396, 'samsung sm-j250m build/nmf26x': 2397, 'z': 2398,
'was-lx1 build/huaweiwas-lx1': 2399, 'pixel build/opm2.171019.029': 2400,
'pixel 2 xl build/opm2.171019.029': 2401, 'sm-g901f': 2402, 'samsung-sm-g920az': 2403,
'samsung sm-g960u build/r16nw': 2404, 'sm-g9650 build/r16nw': 2405, 'dream': 2406, 'lgms395': 2407,
'moto c build/nrd90m.070': 2408, 'sm-g965f build/r16nw': 2409, 'sm-g930p': 2410,
'sm-a730f build/nmf26x': 2411, 'a463bg': 2412, 'gt-i8190n': 2413, "f80's+": 2414, '47418': 2415,
'moto g play build/npis26.48-36-5': 2416, 'e6683': 2417, 'rv:61.0': 2418, '6055b': 2419, 'c6603': 2420,
'redmi note 5a build/n2g47h': 2421, 'smart': 2422, 'kylin': 2423, 'sm-j510mn build/nmf26x': 2424,
'am508': 2425, 'rv:33.0': 2426, 'samsung-sm-j727az': 2427, 'samsung sm-g935w8 build/nrd90m': 2428,
'sm-g361f': 2429, 'sm-p355m': 2430, 'ta-1038 build/o00623': 2432,
'moto g(5)plus build/npns25.137-92-8': 2433, 'sm-g960f build/r16nw': 2434, 'g3313 build/43.0.a.7.25': 2435,
'asus_x00id': 2436, 'lg-lg870': 2437, 'lg-m200 build/nrd90u': 2438, 'sp7731g': 2439,
'alumini3 build/mra58k': 2440, 'samsung sm-g892a build/r16nw': 2441, 'sm-n910t build/lmy47x': 2443,
'sm-n950u1 build/r16nw': 2444, 'bnd-l34': 2445, 'samsung sm-n950u1 build/r16nw': 2446,
'htc_one_m8/4.28.502.2': 2447, 'sm-g570f': 2448, 'sm-j120m': 2449, 'hisense e51 build/lmy47v': 2450,
't08': 2451, 'sgh-i747m': 2452, 'sm-j700t1': 2453, 'samsung sm-g9650 build/r16nw': 2454, 'bv8000pro': 2455,
'asus_z01bdc': 2456, 'sm-t810': 2457, 'e5306': 2458, 'moto g(5)plus build/npns25.137-93-8': 2459,
'g3123 build/40.0.a.6.175': 2460, 'sm-g615f': 2461, 'asus_x018d': 2462, 'lg-h933': 2463, 'mtt': 2464,
'samsung sm-g965u build/r16nw': 2465, 'f5122': 2466, 'samsung sm-g965f build/r16nw': 2467, 'techpad': 2468,
'fusion5_u7': 2469, 'vs425': 2470, 'r2': 2471, 'sm-g955w': 2472, 'pulp 4g build/lmy47v': 2473, 'x78': 2474,
'asus_x00hd build/nmf26f': 2475, 'ax821 build/mra58k': 2476, 'aquaris x build/nmf26f': 2477, 'sm-j700f': 2478,
'lg-v410/v41020c': 2479, 'blade v8q build/n2g47h': 2480, 'd5503': 2481, 'moto x4 build/opws27.57-40-14': 2482,
'build/opm1.171019.011': 2483, 'domos': 2484, 'moto g(5)build/npps25.137-93-8': 2485, 'ul40': 2486,
'lgms631': 2487, 'sm-a300m build/ktu84p': 2488, 'f8332': 2489, 'eml-l29 build/huaweieml-l29': 2490,
'sm-g892a': 2491, 'northwell': 2492, 'hisense f24 build/nrd90m': 2493,
'moto g(6)play build/opp27.61-14-4': 2494, 'ta-1032': 2495, 'f5121 build/34.4.a.2.19': 2496,
'sm-g950u1 build/r16nw': 2497, 'motog3-te build/mpd24.65-33': 2498, 'htc_desire_820': 2499, 'asus_a001': 2500,
'ta-1028 build/o00623': 2501, 'ax1060': 2502, 'clt-l09': 2503, 'sm-p550': 2504, 'build/kot49h': 2505,
'a0001': 2506, 'xt1710-02 build/ndss26.118-23-19-6': 2507, 'samsung sm-a710m build/nrd90m': 2508,
'samsung sm-g950u1 build/r16nw': 2509, 'akus': 2510, 'n9560 build/nmf26f': 2511, 'shift build/lmy47i': 2512,
'sm-t670': 2513, 'verykools5530 build/lmy47i': 2514, 'verykools5005': 2515, 'a3-a20': 2516, 'sm-g850m': 2517,
'e501': 2518, 'verykools5524': 2519, '6037b': 2520, 'pixel build/opm4.171019.016.b1': 2521, 'sm-g920p': 2522,
'e6790tm': 2523, 'cph1607': 2524, 'sm-g920t': 2525, 'moto g(5)plus build/npns25.137-92-10': 2526,
'lg-k350': 2527, 'bolt': 2528, 'lg-d373': 2529, '5044a': 2530, 'sm-j700t build/mmb29k': 2531,
'pixel 2 xl build/opm2.171019.029.b1': 2532, 'sm-g530t1': 2533, 'ta-1025 build/opr1.170623.026': 2534,
's471': 2535, 'oneplus a5010 build/opm1.171019.011': 2536, 'moto g(4)build/npjs25.93-14-18': 2537,
'gt-s7582': 2538, 'sm-g900fd': 2539, 'xt1609 build/npis26.48-38-3': 2540, 'za509': 2541, 'fever': 2542,
'xt1563 build/mpd24.65-25': 2543, 'sm-t330': 2544, 'sm-j250m build/nmf26x': 2545, 'alumini3plus': 2546,
'sm-n950f build/r16nw': 2547, 'samsung sm-g930f/xxu2drc1 build/nrd90m': 2548,
'redmi note 4x build/mra58k': 2549, 'hisense f8 mini build/nrd90m': 2550, 'h3321': 2551, 'studio_g_hd': 2552,
'azumi_kinzo_a5_ql': 2553, 'y550-l02': 2554, 'ls5': 2555, 'sm-j120w': 2556, '7_plus': 2557,
'moto g(5)build/npp25.137-33': 2558, 'sm-j7108': 2559, 'samsung sm-n910v build/mmb29m': 2560,
'ane-lx3 build/huaweiane-lx3': 2561, 'samsung sm-g955f build/r16nw': 2562, 'yolo': 2563, 'z812': 2564,
'rne-l23 build/huaweirne-l23': 2565, 'gt-n8010': 2566, 'sgp611': 2567, 'gt-i9506': 2568,
'z965 build/nmf26v': 2569, 'd2406': 2570, 'samsung sm-j327az build/nrd90m': 2571,
'moto e(4)plus build/nma26.42-152': 2572, 'pixel xl build/opm4.171019.016.b1': 2573, 'orion': 2574,
'nexus 5x build/opr4.170623.006': 2575, 'cph1723': 2576, 'sm-g955u1 build/r16nw': 2577,
'rne-l22 build/huaweirne-l22': 2578, 'io': 2579, 'asus_x008d build/nrd90m': 2580,
'xt1635-02 build/opn27.76-12-22': 2581, 'sm-a520f build/r16nw': 2582, 'g8142': 2583, 'g630-u251': 2584,
'lg-k212': 2585, 'ldn-lx3 build/huaweildn-lx3': 2586, 'z955a': 2587, 'lg-e975': 2588, 'power_2': 2589,
'z957': 2590, 'samsung sm-a520f build/r16nw': 2591, 'samsung sm-g390f build/nrd90m': 2592, 'a7': 2593,
'rct6873w42m_f7': 2594, 'g3121 build/48.1.a.2.21': 2595, 'gt-i9301i': 2596, 'i50f build/nrd90m': 2597,
'sm-g935v build/r16nw': 2598, 'sm-g930v build/r16nw': 2599, 'sm-g930p build/r16nw': 2600,
'moto g(4)build/npjs25.93-14-8.1-9': 2601, 'lm-q710(fgn': 2602, 'sm-t820': 2603,
'moto e5 build/opp27.91-25': 2604, 'bnd-l24': 2605, 'samsung-sm-g930a build/r16nw': 2606, 'tu20402-58': 2607,
'sm-g9650': 2608, 'sm-g935p': 2609, 'zei403': 2610, 'moto g(5)build/npps25.137-93-12': 2611,
'pixel 2 build/opm2.171026.006.c1': 2612, 'pra-lx2': 2613, 'sm-g935f build/r16nw': 2614, 'sm-g950': 2615,
'eml-l09 build/huaweieml-l09': 2616, 'nexus 5x build/n2g48c': 2617, 'bla-l09': 2618,
'samsung sm-g930f build/r16nw': 2619, 'sm-t360': 2620, 't09': 2621, '5026a build/nrd90m': 2622,
'aquaris_m4.5': 2623, 'iris': 2624, 'col-l29': 2625, 'samsung sm-a530f build/nmf26x': 2626, 'lg-m703': 2627,
'moto g(4)build/npjs25.93-14.7-8': 2628, 'sm-g930f build/r16nw': 2629,
'xt1635-02 build/opns27.76-12-22-3': 2630, 'r8006': 2631, 'pixel 2 build/opm2.171026.006.g1': 2632,
'glam': 2633, 'atu-lx3 build/huaweiatu-lx3': 2634, 'd2206': 2635, 'a37fw': 2636, 'sm-g386f': 2637,
'mi 4w build/mmb29m': 2638, 'lg-h931 build/opr1.170623.026': 2639, 'samsung sm-g930a build/r16nw': 2640,
'sm-j400m build/r16nw': 2641, 'moto g(6)plus build/opws27.113-25-4': 2642, 'rv:62.0': 2643,
'sm-g930t build/r16nw': 2644, 'sm-j106b': 2645, 'pixel build/opm4.171019.021.p1': 2646, 't1-a21w': 2647,
'sm-n915t': 2648, 'sm-a320fl build/r16nw': 2649, 'pixel xl build/opm4.171019.021.p1': 2650,
'sm-g892u build/r16nw': 2651, 'pixel 2 xl build/opm2.171026.006.h1': 2652,
'samsung sm-g935t build/r16nw': 2653, 'sm-j510h': 2654, 'ax681': 2655, 'zte blade a0620 build/nmf26f': 2656,
'lg-k210': 2657, 'samsung-sm-g891a build/r16nw': 2658, 'lm-x210 build/n2g47h': 2659,
'moto g(5)plus build/npns25.137-92-14': 2660, 'moto x4 build/opws27.57-40-17': 2661,
'd5503 build/14.6.a.0.368': 2662, 'weimei_we': 2663, 'lgl59bl': 2664, 'samsung sm-g960u1 build/r16nw': 2665,
'blade v9 build/opr1.170623.032': 2666, 'ta-1039 build/opr1.170623.026': 2667, 'sm-a605gn build/r16nw': 2668,
'samsung sm-n950n build/r16nw': 2669, 'energy': 3440, 'vie-l09': 2671,
'moto g play build/npis26.48-43-2': 2672, 'sm-t805 build/mmb29k': 2673, 'lld-l31 build/honorlld-l31': 2674,
'tank': 2675, 'moto g(6)build/ops27.82-72': 2676, 'lm-x210cm': 2677, 'asus_x00ad': 2678, 'lm-x410(fg': 2679,
'5085a': 2680, 'g3123 build/48.1.a.2.21': 2681, 'd5803': 2682, 'orange_rise_33': 2683, 'n9519': 2684,
'h3311': 2685, 'es-es': 2686, 's8': 2687, 'mi a1 build/opm1.171019.026': 2688, 'lg-h872': 2689,
'clt-l29 build/huaweiclt-l29': 2690, 'vorago': 2691, 'sm-t217t': 2692, 'bkl-l09': 2693, 'lg-h860': 2694,
'sm-j737p build/r16nw': 2695, '6036a build/jls36c': 2696, 'lg-k557 build/mxb48t': 2697, 'sm-s737tl': 2698,
'sm-g935s': 2699, 'moto g(6)play build/opp27.91-87': 2700, 'g3313 build/43.0.a.7.55': 2701, 'sm-g316m': 2702,
'5049z': 2703, 'cubot_x18_plus': 2704, 'gt-n5120': 2705, 'sm-j327w': 2706,
'samsung sm-a520w build/nrd90m': 2707, 'lg-h930': 2708, 'lg-v400': 2709, 'rv:26.0': 2710, 'f3216': 2711,
'sm-j600g build/r16nw': 2712, 'moto g(5)plus build/npn25.137-35': 2713,
'samsung sm-n950f build/r16nw': 2714, 'samsung-sm-j321az': 2715, 'moto z3 play build/opw28.70-22': 2716,
'rainbow': 2717, 'sm-g930u build/r16nw': 2718, 'moto z2 play build/npss26.118-19-22': 2719, 'sm-g965u1': 2720,
'nativo build/nrd90m': 2721, 'bla-l29 build/huaweibla-l29s': 2722, 'miracle': 2723,
'fla-lx3 build/huaweifla-lx3': 2724, 'sm-g928t': 2725, 'samsung sm-j330fn build/nrd90m': 2726,
'lg-h870': 2727, 'sm-g935t build/r16nw': 2728, 'h3223 build/50.1.a.10.40': 2729,
'oneplus a3003 build/opr1.170623.032': 2730, 'g3223 build/48.1.a.2.21': 2731, 'gini s5pro build/nrd90m': 2732,
'sm-g920r7': 2733, 'lm-g710': 2734, 'samsung sm-g935a build/r16nw': 2735, 'ev05': 2736, 'sm-n910t': 2737,
'sm-g800f': 2738, 'samsung sm-g960f build/r16nw': 2739, 'fig-lx1 build/huaweifig-lx1': 2740,
'nokia 6.1 build/opr1.170623.026': 2741, 'htc 10 build/opr1.170623.027': 2742, 'fp1u': 2743,
'sm-a530f build/r16nw': 2744, 'sm-g960u1': 2745, 'a10 pro build/lmy47i': 2746, 'lg-d852': 2747,
'samsung sm-g532f build/mmb29t': 2748, 'xt1650 build/ocls27.76-69-6': 2749,
'moto g(5)build/npps25.137-93-14': 2750, 'g8232': 2751, 'g3112': 2753, 'moto e5 build/opp27.91-72': 2754,
'redmi note 3 build/nmf26q': 2755, 'samsung sm-j600g build/r16nw': 2756, 'p00i': 2757, 'sm-j701mt': 2758,
'lg-ls997 build/opr1.170623.032': 2759, 'moto g(5)plus build/npns25.137-93-14': 2760, 'r7plusf': 2761,
'sm-g357fz': 2762, 'f3112': 2763, 'duo': 2764, 'sm-a520w build/r16nw': 2765, 'sm-p555m': 2766, 'z730': 2767,
'moto z2 play build/ops27.76-12-25': 2768, 'samsung sm-a320fl build/r16nw': 2769, 'sm-a510f': 2770,
'oneplus a5000 build/opm1.171019.011': 2771, 'redmi note 5 build/opm1.171019.011': 2772,
'dra-lx3 build/huaweidra-lx3': 2773, 'vky-l29': 2774, 'moto z2 play build/opss27.76-12-25-3': 2775,
'note8': 2776, 'xt1562': 2777, 'cam-l21': 2778, 'rv:60.1.0': 2780, 'samsung sm-g930t build/r16nw': 2781,
'ane-lx1 build/huaweiane-lx1': 2782, 'sh-01k': 2783, 'rct6973w43md': 2784, 'lg-v410/v41020e': 2785,
'vs988 build/opr1.170623.032': 2786, 'lm-x212(g': 2787, 'lg-h955': 2788, 'sm-g935f': 2789, 'life': 2790,
'moto g(6)build/ops27.82-87': 2791, 'samsung sm-j400m build/r16nw': 2792,
'bla-a09 build/huaweibla-a09': 2793, 'pixel 2 build/ppr1.180610.009': 2794, 'u2': 2795, 'n9137': 2796,
'sm-n960u build/m1ajq': 2797, 'sm-a320f': 2798, 'samsung sm-j737t build/r16nw': 2799, 'sm-j500f': 2800,
'samsung sm-j510mn build/nmf26x': 2801, 'g8141 build/47.1.a.12.270': 2802, 'infinit mx build/nrd90m': 2803,
'kempler_tv': 2804, 'breeze': 2805, 'nx16a11264': 2806, 'lg-h873 build/nrd90u': 2807,
'g3223 build/48.1.a.2.50': 2808, 'asus_z01hd': 2809, 'ta-1021 build/opr1.170623.026': 2810, 'polaroid': 2811,
'moto z2 play build/opss27.76-12-25-7': 2812, 'sm-g930w8 build/r16nw': 2813, 'vf-895n': 2814,
'lg-h870ds build/opr1.170623.032': 2815, 'lumia': 2816, 'aum-l29': 2817, 'redmi 5a build/n2g47h': 2818,
'samsung-sm-j727a': 2819, 'funwebproducts': 2820, 'zte-k88': 2821, 'moto g(6)build/ops27.82-41': 2822,
'samsung-sm-g891a': 2823, 'samsung sm-g930p build/r16nw': 2824, 'g8441': 2825, 'lg-h631mx': 2826,
'neffos': 2827, 'e5306 build/27.3.a.0.173': 2828, 'motog3 build/mpis24.65-33.1-2-10': 2829, 'sm-j337a': 2830,
'xt1635-02 build/opns27.76-12-22-9': 2831, '9024w': 2832, 'lex722': 2833,
'moto e(4)build/nma26.42-157': 2834, 'bbf100-2': 2835, 'bll-l22': 2836, 'verykool_s5516': 2837,
'moto g(6)plus build/opw27.113-89': 2838, 'bv6000s': 2839, 'samsung sm-a605gn build/r16nw': 2840,
'sm-n920f': 2841, 'samsung sm-g935f build/r16nw': 2842, 'rv:28.0': 2843,
'pixel 2 build/ppr2.180905.005': 2844, 'samsung sm-n960u build/m1ajq': 2845, 'rct6873w42m': 2847,
'g3123 build/48.1.a.2.50': 2848, 'carbon_harpia': 2849, 'sm-a730f': 2850, 'bah-w09': 2851,
'k011 build/kot49h': 2852, 'sm-j701f': 2853, 'sm-g930vc': 2854, 'u972': 2855,
'samsung sm-g900m build/mmb29m': 2856, 'lg-uk495': 2857, 'moto e(4)plus build/nma26.42-162': 2858,
'sm-g357m': 2859, 'lg-d805': 2860, 'samsung sm-j510fn build/nmf26x': 2861, 'sl729': 2862, 'sm-g900h': 2863,
'g3313 build/43.0.a.7.70': 2864, 'pixel 2 xl build/ppr2.180905.005': 2865,
'moto x4 build/opws27.57-40-22': 2866, 'samsung sm-j737p build/r16nw': 2867, 'arc': 2868, 'k014': 2869,
'sm-g960w': 2870, 'sgp512': 2871, 'asus_z00xs': 2872, '7048x': 2873, 'nx551j': 2874, 'e5603': 2875,
'lgus110': 2876, 'rv:36.0': 2877, 'samsung-sm-n915a build/ktu84p': 2878, 'a50lt': 2879, 'xt1053': 2880,
'asus_z012dc': 2881, 'sm-j810m build/r16nw': 2882, 'n1': 2883, '5099a build/o00623': 2884,
'sm-n9600 build/m1ajq': 2885, '7040n': 2886, 'moto g(6)play build/opp27.91-140': 2887,
'bbb100-1 build/opm1.171019.026': 2888, 'sm-j330fn': 2889, 'ine-lx2 build/huaweiine-lx2': 2890,
'sm-j701m': 2891, 'f5121 build/34.4.a.2.107': 2892, 'e5306 build/27.1.a.1.81': 2893, 'infinit_x_cam': 2894,
'trt-lx2': 2895, 'moto g(5)build/opp28.85-13': 2896, 'a500': 2897, 'sm-n900v': 2898, 'e5663': 2899,
'sm-g900t': 2900, 'galaxy': 2901, 'ags-w09': 2902, 'cph1835 build/o11019': 2903, 'gt-s6810m': 2904,
'hi6250 build/mra58k': 2905, 'lm-x410.f': 2906, 'pixel 2 xl build/ppr2.181005.003': 2907,
'redmi 5 plus build/opm1.171019.019': 2908, 'moto g(5)plus build/ops28.85-13': 2909, 'g3312': 2910,
'moto g(6)plus build/opws27.113-89-2': 2911, 'bgo-dl09': 2912, 'par-lx9': 2913, '5058a': 2914,
'oneplus a6003 build/pkq1.180716.001': 2915, 'sm-n920i': 2916, 'xt1562 build/mpds24.107-52-11': 2917,
'lgl82vl': 2918, 'mix': 2919, 'pixel xl build/ppr2.181005.003': 2920, 'pspcm20a0': 2921, 'a1_pro': 2922,
'moto e5 build/opp27.91-146': 2923, 'lg-g710': 2924, 'moto e5 plus build/opp27.91-122': 2925,
'alcatelonetouch': 2926, 'xt1572': 2927, 'sm-t677v': 2928, 'sm-a5100': 2929,
'moto e(4)build/ndq26.69-64-9': 2930, 'clt-l04 build/huaweiclt-l04': 2931, 'shock': 2932,
'samsung-sm-g870a build/lrx21t': 2933, 'l-03k': 2934, 'h8314': 2935, 'sm-g532mt': 2936, 'z9': 2937,
'samsung sm-j810m build/r16nw': 2938, 'samsung-sm-g530a': 2939, 'rct6103w46': 2941, 'frd-l19': 2942,
'nokia 2 build/nmf26f': 2943, 'sm-j727t': 2944, 'sm-j250f': 2945, 'pixel 2 build/ppr2.181005.003': 2946,
'sm-g900f': 2947, 'gt-i9195 build/kot49h': 2948, 'ane-lx3': 2949, 'g8231': 2950,
'ilium m3 build/nrd90m': 2951, 's60 lite build/nrd90m': 2952, 'mix build/opr1.170623.032': 2953,
'lg-m700': 2954, 'sm-t350': 2955, 'nx591j': 2956, 'lg-v530': 2957, 'pra-lx3': 2958, 'moto x play': 2959,
'redmi note 4': 2960, 'sm-j700m': 2961, 'trt-l53': 2962, 'lgmp260': 2963,
'samsung sm-t377w build/nmf26x': 2964, 'sm-g950f': 2965, 'moto g(6)play': 2966, 'moto z3 play': 2967,
'sm-j600fn': 2968, 'rv:63.0': 2969, 'sm-j730gm': 2970, 'moto g(4)': 2971, 'huawei vns-l23': 2972,
'c6506 build/10.7.a.0.222': 2973, 'blade v8 se': 2974, 'fig-lx3': 2975, 'rv:21.0': 2976, 'moto z2 play': 2977,
's9+': 2978, '5056a': 2979, 'g24027k': 2980, 'sm-n9600': 2981, 'm4_b2': 2982, 'sm-g610m': 2983,
'bla-a09': 2984, 'sm-a510m': 2985, 'blade v6 plus': 2986, 'rne-l03': 2987, 'h8216': 2988, 'ultra': 2989,
'ldn-lx3': 2990, 'htc one': 2991, 'samsung sm-a530f build/r16nw': 2992, 'moto g(6)plus': 2993,
'sm-g930f': 2994, '5026a': 2995, 'moto e(4)': 2996, 'r505': 2997, 'moto g(5)': 2998, 'lm-x210': 2999,
'sm-a605gn': 3000, 'uniq': 3001, 'c6506': 3002, 'atu-lx3': 3003, 'huawei rio-l03': 3004, 'bac-l03': 3005,
'sm-n960u': 3006, 'lg-h840': 3007, 'cam-l03': 3008, 'sla-l03': 3009, 'blade v8q': 3010, 'lg-m400': 3011,
'5052y': 3012, 'sm-g570m build/r16nw': 3013, 'sm-a720f': 3014, 'qmv7b': 3015, 'huawei tag-l13': 3016,
'sm-g930r4 build/r16nw': 3017, '5080a': 3018, 'sm-t113nu': 3019, 'redmi 6a': 3020, 'sm-a600fn': 3021,
'was-lx3': 3022, 'eva-l09': 3023, 'moto g(6)': 3024, 'moto g(5)plus': 3025, 'asus_a007': 3026, 'p008': 3027,
'nokia_x': 3028, 'm4 ss4453': 3029, 'sm-j400m': 3030, 'blade a602': 3031, 'd5303': 3032, 'bll-l23': 3033,
'sgh-t999l': 3034, 'moto e(4)plus': 3035, 'moto g play': 3036, 'sm-g570m': 3037, 'ags-l03': 3038,
'alumini_3_plus': 3039, 'sm-g965f': 3040, 'fig-lx1': 3041, 'sm-j120h': 3042, '4047a': 3043, 'motorola': 3044,
'sm-j320f': 3045, 'hisense f23': 3046, 'huawei vns-l53': 3047, 'htc desire 10 lifestyle': 3048, 'mi a1': 3049,
'sm-j727v': 3050, 'sm-t560': 3051, 'lg-x180g': 3052, 'mya-l13': 3053, 'moto e5': 3054, 'pixel 2': 3055,
'sc-03k': 3056, 'mha-l09': 3057, 'sm-g960u': 3058, 'sm-j530gm': 3059, 'hisense f24': 3060, 'asus_x00hd': 3061,
'infinit_1': 3062, 'sm-a530f': 3063, 'sm-g925v': 3064, 'sm-j600g': 3065, 'sm-j730g': 3066, 'dra-lx3': 3067,
'lg-k530': 3068, 'fedora': 3069, 'vky-l09': 3070, 'lg-k410': 3071, 'f3111': 3072, 'lenovo a2016b30': 3073,
'pixel xl': 3074, 'lg-k200': 3075, 'sm-n950u': 3076, 'blade v6': 3077, 'clt-l04': 3078, 'redmi note 5a': 3079,
'lg-k120': 3080, 'moto c': 3081, 'sm-g800m': 3082, 'rv:64.0': 3083, 'sm-a320fl': 3084, 'gxq6580_weg_l': 3085,
'nexus 5x build/opm7.181005.003': 3086, 'ale-l23': 3087, '5080x': 3088, 'lg-k520': 3089, 'sm-g950u': 3090,
'sm-t813': 3091, 'lg-k580': 3092, 'asus_z01md': 3093, 'mya-l03': 3094, 'shv39': 3095, 'm4 ss4456': 3096,
'samsung sm-n910f/n910fxxu1dql2 build/mmb29m': 3097, 'vs987': 3098, 'sm-g955u': 3099, '5011a': 3100,
'pixel 2 xl': 3101, 'huawei vns-l31': 3102, 'sm-g960n': 3103, 'htc desire 626s': 3104, 'redmi note 5': 3105,
'lg-ls993': 3106, 'sm-g532m': 3107, 'sm-p580': 3108, 'sm-a530w': 3109, 'lg-h873': 3110, 'sm-j500m': 3111,
'sm-j727u': 3112, 'bln-l24': 3113, 'blade v580': 3114, 'sm-a520f': 3115, 'sm-g965u': 3116, 'rne-l23': 3117,
'sm-g960f': 3118, 'gt-i9505': 3119, 'lg-m700 build/opm1.171019.026': 3120, 'ale-l21': 3121, 'sm-g9600': 3122,
'b1-850': 3123, 'redmi 4x': 3124, 'fla-lx3': 3125, 'oneplus a3000': 3126, 'hisense f8 mini': 3127,
'sm-g950u1': 3128, 'rne-l21': 3129, 'sm-j810m': 3130, 'alcatel_5044r': 3131, 'huawei cun-l03': 3132,
'eml-l09': 3133, 'moto g(6)play build/opp27.91-143': 3134, '4047g': 3135, 'sm-g531h': 3136,
'gt-i9060m': 3137, 'sm-j250m': 3138, 'ilium x520': 3139, 'was-lx1a': 3140, 'sm-n920g': 3141, 'sm-g900m': 3142,
'mi max 3': 3143, 'aw790': 3144, 'redmi note 3': 3145, 'sm-n900': 3146, 'sm-g850f': 3147, 'bnd-l21': 3148,
'kfdowi': 3149, 'cmr-w09': 3150, 'sm-t280': 3151, 'kfauwi': 3152, 'lg-x240': 3153, 'ilium l1120': 3154,
'neffos x1 max': 3155, 'ilium x710': 3156, 'moto x4': 3157, 'hisense u963': 3158, 'pra-lx1': 3159,
'nem-l51': 3160, 'sm-g930w8': 3161, 'gt-i9300i': 3162, 'lld-l31': 3163, 'cmr-w19': 3164, 'h3223': 3165,
'sm-j530f': 3166, 'lm-q610.fg': 3167, 'dra-l21': 3168, 'lg-k220': 3169, 'lg-k500': 3170, 'htc one a9s': 3171,
'nexus 5x': 3172, 'pixel 3': 3173, 'cph1725': 3174, 'kfgiwi': 3175, 'sm-j727t1': 3176, 'htc desire 530': 3177,
'lg-tp450': 3178, 'sm-n920c': 3179, 'oneplus a5000': 3180, 'moto c plus': 3181, 'sm-g930v': 3182,
'samsung sm-p900 build/lrx22g': 3183, 'oneplus a6003': 3184, 'p5047a': 3185, 'sm-a310f': 3186,
'sm-g955u1': 3187, 'lg-h831': 3188, 'oneplus a3003': 3189, 'lg-m320': 3190, 'motorola one': 3191,
'lml413dl': 3192, 'sm-j327t1': 3193, 'sm-n950f': 3194, 'eml-l29': 3195, 'oneplus a5010': 3196,
'ane-lx1': 3197, 'sm-j510mn': 3198, 'sm-s727vl': 3199, 'sm-n910v': 3200, 'sm-j320m': 3201,
'oneplus a3010': 3202, 'sm-g955n': 3203, 'nexus 5': 3204, '9003a': 3205, 'sm-t560nu': 3206, 'ane-lx2': 3207,
'kfsuwi': 3208, 'vtr-l09': 3209, 'sm-t713': 3210, 'redmi 5 plus': 3211, 'sm-g920f': 3212, 'lg-m250': 3213,
'blade l7': 3214, 'tr10rs1': 3215, 'sm-j700t': 3216, 'sm-g900f build/njh47f': 3217, 'sm-t385m': 3218,
'6045o': 3219, 'hisense t963': 3220, 'redmi 6': 3221, 'm4_b3': 3222, 'clt-l29': 3223,
'zte blade v8 mini': 3224, 'lenovo p2a42': 3225, 'sm-n960f': 3226, 'alp-l09': 3227, 'atu-l11': 3228,
'asus_a009': 3229, 'mi a2': 3230, 'lg-h650': 3231, 'm5': 3232, 'sm-j200g build/lmy47x': 3233, '5012g': 3234,
'htc desire 650': 3235, '5059a': 3236, 'rne-l22': 3237, 'alcatel_6060c': 3238,
'hisense hi 3 build/nrd90m': 3239, 'kfaswi': 3240, 'sm-t700': 3241, 'sm-g550t1': 3242, 'g3121': 3243,
'sm-j610g': 3244, 'lenovo k33b36': 3245, 'frd-l04': 3246, 'sm-n910c': 3247, 'moto e5 plus': 3248,
'zte blade a6': 3249, 'blade l2 plus': 3250, 'lg-x210': 3251, 'sm-g925f': 3253, 'dli-l22': 3254,
'lenovoa3300-gv': 3255, 'sm-n900w8': 3256, 'lgl84vl': 3257, '5033a': 3258, 'lg-k240': 3259, 'lg-h634': 3260,
'lg-us998': 3261, 'moto e5 play': 3262, 'z982': 3263, 'sm-t710': 3264, 'iphone 6plus': 3265, 'lg-x150': 3266,
'm4 ss4458': 3267, 'lg-h870ds': 3268, 'd6653': 3269, 'ta-1039': 3270, 'ta-1033': 3271, 'lm-g710vm': 3272,
'y635-l03': 3273, 'z981': 3274, 'moto e5 play build/opg28.54-19': 3275, 'samsung-sm-j320a': 3276,
'cro-l03': 3277, 'sne-lx3': 3278, 'sm-g900t build/lmy47x': 3279, 'eva-l19': 3280, 'vs990': 3281,
'lgms330': 3282, 'ta-1028': 3283, 'blade a520': 3284, 'lgls775': 3285, 'sm-n7505': 3286, 'shift4.2': 3287,
'e6883': 3288, '5049w': 3289, 'alpha 950': 3290, 'sm-j400f': 3291, 'ilium x510': 3292, 'g3412': 3293,
'lg-m430': 3294, 'max10 build/lmy47i': 3295, '5054s': 3296, 'chc-u03': 3297, 'lenovo pb2-650y': 3298,
'5015a': 3299, 'hi6210sft': 3300, '5025g': 3301, 'sm-g530h': 3302, 's60': 3303, 'htc 10': 3304,
'lg-h700': 3305, 'lm-q610(fgn': 3306, 'sm-j700h': 3307, 'lg-x230': 3308, 'sm-j320fn': 3309,
'samsung sm-t580 build/m1ajq': 3310, 'blade a6 max build/n2g47h': 3311, 'sm-t530nu': 3312, 'ldn-l21': 3313,
'lg-d280': 3314, 'sm-a500m': 3315, 'sm-j337t': 3316, 'm4 ss4457': 3317, 'sm-a300fu': 3318, 'blade v9': 3319,
'lg-h918': 3320, 'hisense f20': 3321, 'sm-j111m': 3322, 'huawei g7-l03': 3323, 'ridge': 3324,
'hs20502-16': 3325, 'lenovo pb2-670y': 3326, 'lg-x165g': 3327, 'kffowi': 3328, 'asus_x00lda': 3329,
'cmr-al09': 3330, 'bluboo': 3331, 'lg-d852g': 3332, '2ps64': 3333, 'lm-q710.fg': 3334,
'samsung-sm-j327a': 3335, 'xt1585': 3336, 'mi a2 lite': 3337, 'lg-m151': 3338, '5010g': 3339,
'sm-j327v': 3340, 'sm-j710mn': 3341, 'vs988': 3342, 'lgls676': 3343, 'z988': 3344, 'lgl158vl': 3345,
'moto e5 cruise': 3346, 'sm-g892u': 3347, 'lg-h500': 3348, 'rv:27.0': 3349, 'lm-v350': 3350, 'sm-j200m': 3351,
'samsung-sm-g920a': 3352, '8_plus': 3353, 'kfarwi': 3354, '5044t': 3355, 'lld-l21': 3356, 'sm-s337tl': 3357,
'sm-j727r4': 3358, 'onix': 3359, 'sm-t900': 3360, 'redmi s2': 3361, 'a502dl': 3362, 'lg-m153': 3363,
'4009a': 3364, 'vs995': 3365, 'lg-k425': 3366, 'moto g(6)build/opss27.82-87-3': 3367, 'bln-l21': 3368,
'h3123': 3369, 'p5525a': 3370, '5041c': 3371, 'sm-g9500': 3372, 'gt-i9060i': 3373, 'gt-n8013': 3374,
'lg-h910': 3375, 'gravity': 3376, 'sm-t357w': 3377, 'lg-x220': 3378, 'shift': 3379, 'bla-l29': 3380,
'moto g(5)plus build/opss28.85-13-3': 3381, '5099a': 3382, 'pocophone': 3383, 'sm-c5010': 3384,
'lya-l09': 3385, '8050g': 3386, 'rex build/mra58k': 3387, 'lg-ls777': 3388, 'sm-g930u': 3389,
'pixel 3 xl': 3390, 'p5526a': 3391, 'lg-d120 build/kot49i.v10a': 3392, 'frd-l09': 3393, 'hisense l675': 3394,
'sm-t110': 3395, 'kfapwi': 3396, 'gt-i8190l': 3397, 'moto e(4)plus build/nma26.42-167': 3398,
'sm-t378v': 3399, 'a10': 3400, 'sm-g925t': 3401, 'sm-j710f': 3402, 'n9517': 3403, 'ax921': 3404,
'mxg401': 3405, '6016a': 3406, 'lg-tp260': 3407, 'sm-g355m': 3408, 'alp-l29': 3409, 'lgms550': 3410,
'lg-d415': 3411, 'e6782': 3412, 'k81': 3413, 'sm-n900p': 3414, 'lg-h542': 3415, 'sm-j327u': 3416,
'lg-h811': 3417, '2014819': 3418, 'ghia_axis7': 3419, 'm4 ss4458-r': 3420, 'samsung-sm-g928a': 3421,
'z916bl': 3422, 'lg-ls997': 3423, 'lgmp450': 3424, 'sm-g950n': 3425, 'c5': 3426, 'lgms210': 3427,
'rocket': 3428, 'sm-j720f': 3429, 'sm-g930r4': 3430, 'sch-i545': 3431, 'samsung sm-j610g build/m1ajq': 3432,
'lg-m710': 3433, 'sm-n960u1': 3434, 'sgp311': 3435, 'vk410': 3436, 'hi6250': 3437, 'vs986': 3438,
'sm-j327p': 3439, 'nexus 6p': 3441, 'kfthwi': 3442, 'sm-j337v': 3443, 'htc one m9plus': 3444, 'kftbwi': 3445,
'sm-j737t': 3446, 'sm-t337t': 3447, 'sm-n960w': 3448, 'im6': 3449, 'sm-j737v': 3450, 'kfkawi': 3451,
'huawei y560-l03': 3452, 'sm-j415g': 3453, 'asus_a006': 3454, 'vie-l29': 3455, 'sm-g610m build/m1ajq': 3456,
'moto e5 play build/opgs28.54-19-2': 3457, 'lg-d690': 3458, 'moto e5 play build/ocps27.91-51-3-3': 3459,
'lg-d631': 3460, 'redmi note 6 pro': 3461, 'kyocera-c6742': 3462, 'gt-i9060l': 3463, 'moto z3': 3464,
'vs501': 3465, 'g3311': 3466, 'htl23': 3467, 'q01a': 3468, 'samsung sm-t820 build/r16nw': 3469,
'sm-g930vl': 3470, 'sm-a750g': 3471, '6062w': 3472, 'redmi 4a': 3473, 'p10': 3474, 'infinit_lite_2': 3475,
'sm-t827v': 3476, 'sm-j737p': 3477, 'moto e(4)build/nma26.42-167': 3478, 'a622gl': 3479, 'sm-j327vpp': 3480,
'sm-a600t1': 3481, 'e2306': 3482, 'lm-q710.fgn': 3483, 'jkm-lx3': 3484, 'sm-a700k': 3485, 'slate': 3486,
'sm-j327t': 3487, 'moto g(5)build/opps28.85-13-2': 3488, 'hma-l09': 3489, 'ale-l02': 3490, 'rv:65.0': 3491,
'rct6513w87': 3492, 'cph1835': 3493, '5085b': 3494, 'lgl164vl': 3495, 'asus_x00pd': 3496,
'rct6303w87m7': 3497, 'ghia_axis7p': 3498, 'samsung-sm-t337a': 3499, 'mha-l29': 3500, 'sm-g532g': 3501,
'samsung-sm-g530az': 3502, 'mb520': 3503, 'lg-h990': 3504, 'lg-m327': 3505, 'lifesize': 3506, 'pspc550': 3507,
'8080': 3508, 'oneplus a6013': 3509, '7048a': 3510, 'sm-n950u1': 3511, 'tab8': 3512, 'sm-n9200': 3513,
'c2105': 3514, 'sm-j320v': 3515, 'kftt': 3516, 'samsung sm-g610m build/m1ajq': 3517, 'verykools5702': 3518,
'sm-j105b': 3519, 'max10': 3520, 'sm-g600s': 3521, 'cpu': 3522, 'lm-v405': 3523, '4027a': 3524,
'sm-g360p': 3525, 'n9560': 3526, 'z956': 3527, 'c6902': 3528, 'z818l': 3529, 'sm-p350': 3530, 'a462c': 3531,
'sm-j600gt': 3532, 'sm-t837v': 3533, 'e6910': 3534, 'z851m': 3535, 'sm-a920f': 3536, 'asus_a002a': 3537,
'pic-lx9': 3538, 'bla-al00': 3539, 'neffos_c9a': 3540, 'lenovo tb-7104f build/o11019': 3541, 'sgp621': 3542,
'sm-g903f': 3543, '5086a': 3544, 'sm-t387v': 3545, 'sm-g611f': 3546, 'lg-d325': 3547, 'sm-t597v': 3548,
'neffos_c7': 3549, 'sm-g925p': 3550, 'lg-m210': 3551, 'zte-z999': 3552, 'p002': 3553, 'lm-x410pm': 3554,
'che2-l23': 3555, 'q05a': 3556, 'azumi_doshi_a55_ql': 3557, 'lg-k430': 3558, 'hk-914581': 3559,
'sm-t817v': 3560, 'verykools5036': 3561, 'rct6b03w13': 3562, 'sm-j810y': 3563, 'z899vl': 3564,
'sm-s367vl': 3565, 'sm-p905v': 3566, 'infinity': 3567, 'sm-g935r4': 3568, '6043a': 3569, 'atu-l21': 3570,
'd2303': 3571, 'lgl157bl': 3572, 'phone': 3573, 'lg-q710al': 3574, 'n5702l': 3575, 'so-02h': 3576,
'verykools5027': 3577, 'bah-l09': 3578, 'sm-j120fn': 3579, 'asus_x008dc': 3580, 'ags-l09': 3581,
'techpad_10y': 3582, 'dig-l03': 3583, 'sm-j530l': 3584, 'asus_z017dc': 3585, 'motoe2': 3586, 'f3116': 3587,
'lava_r1': 3588, 'sm-j260m': 3589, '8082': 3590, 'lg-k540': 3591, 'zebra': 3592, 'armor': 3593,
'sm-t320': 3594, 'lm-q850': 3595, 'pspcl20a0': 3596, 'aura': 3597, 'azumi_iro_a5_q': 3598,
'kyocera-c6742a': 3599, 'alcatel_5098o': 3600, 'centurylink': 3601, 'spectrum': 3602, 'us': 3603, 'mx': 3604,
'yahoo': 3605, 'de': 3606, 'jp': 3607, 'uk': 3608, 'fr': 3609, 'com': 3610, 'es': 3611, 'apple': 3612}
for c1, c2 in train.dtypes.reset_index().values:
if c2 == 'O':
train[c1] = train[c1].map(lambda x: labels[str(x ).lower() ])
 test[c1] = test[c1].map(lambda x: labels[str(x ).lower() ])
 train.fillna(-999, inplace=True)
 test.fillna(-999, inplace=True)
 for c1, c2 in train.dtypes.reset_index().values:
if c2 == 'O':
train[c1] = train[c1].map(lambda x: labels[str(x ).lower() ])
 test[c1] = test[c1].map(lambda x: labels[str(x ).lower() ])
 train.fillna(-999, inplace=True)
 test.fillna(-999, inplace=True )<init_hyperparams>
df_train[df_train.duplicated(keep=False)].shape
def reduce_mem_usage(df):

 start_mem = df.memory_usage().sum() / 1024 ** 2
print('Memory usage of dataframe is {:.2f} MB'.format(start_mem))
for col in df.columns:
col_type = df[col].dtype
if col_type != object:
c_min = df[col].min()
c_max = df[col].max()
if str(col_type)[:3] == 'int':
if c_min > np.iinfo(np.int8 ).min and c_max < np.iinfo(np.int8 ).max:
df[col] = df[col].astype(np.int8)
 elif c_min > np.iinfo(np.int16 ).min and c_max < np.iinfo(np.int16 ).max:
df[col] = df[col].astype(np.int16)
 elif c_min > np.iinfo(np.int32 ).min and c_max < np.iinfo(np.int32 ).max:
df[col] = df[col].astype(np.int32)
 elif c_min > np.iinfo(np.int64 ).min and c_max < np.iinfo(np.int64 ).max:
df[col] = df[col].astype(np.int64)
 else:
if c_min > np.finfo(np.float16 ).min and c_max < np.finfo(np.float16 ).max:
df[col] = df[col].astype(np.float16)
 elif c_min > np.finfo(np.float32 ).min and c_max < np.finfo(np.float32 ).max:
df[col] = df[col].astype(np.float32)
 else:
df[col] = df[col].astype(np.float64)
 else:
df[col] = df[col].astype('category')
 end_mem = df.memory_usage().sum() / 1024 ** 2
print('Memory usage after optimization is: {:.2f} MB'.format(end_mem))
print('Decreased by {:.1f}%'.format(100 *(start_mem - end_mem)/ start_mem))
return df
train = reduce_mem_usage(train)
 test = reduce_mem_usage(test)
 print("メモリ削減完了")
 gc.collect()<feature_engineering>
cols = [col for col in df_train.columns.ravel() if col not in ["PetID", "Name", "Description", "AdoptionSpeed"]]
isna = train.isna().sum(axis=1)
 isna_test = test.isna().sum(axis=1)
 print(isna.head())
 train["Missing_count"] = isna.copy()
test["Missing_count"] = isna_test.copy()<categorify>
dups = df_train[df_train[cols].duplicated(keep=False)].sort_values(by=cols)
 print(f"Shape of matrix with duplicated rows not considering petid, name nor description {dups.shape}")
 dups.head(2 )
memo = ["card4", "M1", "M2", "M3", "P_emaildomain_bin", "P_emaildomain_suffix", "R_emaildomain_bin",
"M4", "M5", "M6", "M7", "M8", "M9", "ProductCD", "R_emaildomain_suffix"]
train = pd.get_dummies(train, columns=memo, dummy_na=True)
 test = pd.get_dummies(test, columns=memo, dummy_na=True )<categorify>
dups = df_test[df_test[cols].duplicated(keep=False)].sort_values(by=cols)
 print(f"Shape of matrix with duplicated rows not considering petid, name nor description {dups.shape}")
 dups.head(2 )
for f in train.columns:
if np.array(train[f] ).dtype == 'object' or np.array(test[f] ).dtype == 'object':
lbl = preprocessing.LabelEncoder()
lbl.fit(list(train[f].values)+ list(test[f].values))
train[f] = lbl.transform(list(train[f].values))
test[f] = lbl.transform(list(test[f].values))
print("Label Encoding 終了" )<save_to_csv>
feats = ['Type', 'Age', 'Breed1', 'Breed2', 'Gender', 'Color1',
'Color2', 'Color3', 'MaturitySize', 'FurLength', 'Vaccinated',
'Dewormed', 'Sterilized', 'Health', 'Quantity', 'Fee', 'State',
'VideoAmt', 'PhotoAmt', 'AdoptionSpeed']
sample_submission["isFraud"] = y_preds
sample_submission.to_csv("submit.csv")
 sample_submission.head()<set_options>
for cat_c in feats:
if cat_c == "AdoptionSpeed": continue
nunique = df_train[cat_c].nunique()
print(f'{cat_c}:')
 print(f'{nunique} unique values')
 if nunique < 50:
print(f'
Values:
{100 * df_train[cat_c].value_counts(normalize=True, dropna=False)}')
 fig, ax = plt.subplots(figsize=(12,4))
sns.countplot(x=cat_c, hue="AdoptionSpeed", data=df_train, orient="h")
 ax.xaxis.set_label_text(cat_c,fontdict= {'size':14})
 ax.yaxis.set_label_text("Count",fontdict= {'size':14})
 plt.xticks(rotation=90)
 plt.show()
else:
sns.set_style("whitegrid")
 fig, ax = plt.subplots(figsize=(12,4))
for aspeed in range(5):
sns.distplot(df_train[df_train.AdoptionSpeed == aspeed][cat_c].dropna() , hist=False, rug=False, label="AdoptionSpeed = {}".format(aspeed))
ax.xaxis.set_label_text(cat_c,fontdict= {'size':14})
 plt.xticks(rotation=90)
 plt.legend()
plt.show()
warnings.filterwarnings("ignore")
 %matplotlib inline 
<load_from_csv>
import numpy as np
import pandas as pd
import os
import xgboost as xgb
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.preprocessing import LabelEncoder
from scipy import sparse
from sklearn.decomposition import TruncatedSVD
from sklearn.model_selection import train_test_split, KFold, StratifiedKFold
import scipy as sp
from sklearn import linear_model
from functools import partial
from sklearn.metrics import cohen_kappa_score, mean_squared_error
from sklearn.metrics import confusion_matrix as sk_cmatrix
from collections import Counter
import json
import lightgbm as lgb
%%time
train_transaction = pd.read_csv('.. /input/train_transaction.csv', index_col='TransactionID')
 test_transaction = pd.read_csv('.. /input/test_transaction.csv', index_col='TransactionID')
 train_identity = pd.read_csv('.. /input/train_identity.csv', index_col='TransactionID')
 test_identity = pd.read_csv('.. /input/test_identity.csv', index_col='TransactionID')
 sample_submission = pd.read_csv('.. /input/sample_submission.csv', index_col='TransactionID' )<merge>
def confusion_matrix(rater_a, rater_b, min_rating=None, max_rating=None):

 assert(len(rater_a)== len(rater_b))
if min_rating is None:
min_rating = min(rater_a + rater_b)
 if max_rating is None:
max_rating = max(rater_a + rater_b)
 num_ratings = int(max_rating - min_rating + 1)
 conf_mat = [[0 for i in range(num_ratings)]
for j in range(num_ratings)]
for a, b in zip(rater_a, rater_b):
conf_mat[a - min_rating][b - min_rating] += 1
return conf_mat
def histogram(ratings, min_rating=None, max_rating=None):

 if min_rating is None:
min_rating = min(ratings)
 if max_rating is None:
max_rating = max(ratings)
 num_ratings = int(max_rating - min_rating + 1)
 hist_ratings = [0 for x in range(num_ratings)]
for r in ratings:
hist_ratings[r - min_rating] += 1
return hist_ratings
def quadratic_weighted_kappa(y, y_pred):

 rater_a = y
rater_b = y_pred
min_rating=None
max_rating=None
rater_a = np.array(rater_a, dtype=int)
 rater_b = np.array(rater_b, dtype=int)
 assert(len(rater_a)== len(rater_b))
if min_rating is None:
min_rating = min(min(rater_a), min(rater_b))
if max_rating is None:
max_rating = max(max(rater_a), max(rater_b))
conf_mat = confusion_matrix(rater_a, rater_b,
min_rating, max_rating)
 num_ratings = len(conf_mat)
 num_scored_items = float(len(rater_a))
hist_rater_a = histogram(rater_a, min_rating, max_rating)
 hist_rater_b = histogram(rater_b, min_rating, max_rating)
 numerator = 0.0
denominator = 0.0
for i in range(num_ratings):
for j in range(num_ratings):
expected_count =(hist_rater_a[i] * hist_rater_b[j]
/ num_scored_items)
 d = pow(i - j, 2.0)/ pow(num_ratings - 1, 2.0)
 numerator += d * conf_mat[i][j] / num_scored_items
denominator += d * expected_count / num_scored_items
return(1.0 - numerator / denominator )
train_df = train_transaction.merge(train_identity, how='left', left_index=True, right_index=True)
 test_df = test_transaction.merge(test_identity, how='left', left_index=True, right_index=True)
 print("Train shape : "+str(train_df.shape))
print("Test shape : "+str(test_df.shape))<set_options>
class OptimizedRounder(object):
def __init__(self):
self.coef_ = 0
def _kappa_loss(self, coef, X, y):
X_p = np.copy(X)
 for i, pred in enumerate(X_p):
if pred < coef[0]:
X_p[i] = 0
elif pred >= coef[0] and pred < coef[1]:
X_p[i] = 1
elif pred >= coef[1] and pred < coef[2]:
X_p[i] = 2
elif pred >= coef[2] and pred < coef[3]:
X_p[i] = 3
else:
X_p[i] = 4
ll = quadratic_weighted_kappa(y, X_p)
 return -ll
def fit(self, X, y):
loss_partial = partial(self._kappa_loss, X=X, y=y)
 initial_coef = [0.5, 1.5, 2.5, 3.5]
self.coef_ = sp.optimize.minimize(loss_partial, initial_coef, method='nelder-mead')
 def predict(self, X, coef):
X_p = np.copy(X)
 for i, pred in enumerate(X_p):
if pred < coef[0]:
X_p[i] = 0
elif pred >= coef[0] and pred < coef[1]:
X_p[i] = 1
elif pred >= coef[1] and pred < coef[2]:
X_p[i] = 2
elif pred >= coef[2] and pred < coef[3]:
X_p[i] = 3
else:
X_p[i] = 4
return X_p
def coefficients(self):
return self.coef_['x']
pd.set_option('display.max_columns', 500 )<feature_engineering>
def rmse(actual, predicted):
return mean_squared_error(actual, predicted)**0.5
def missing_data(data):
total = data.isnull().sum()
percent =(data.isnull().sum() /data.isnull().count() *100)
 tt = pd.concat([total, percent], axis=1, keys=['Total', 'Percent'])
 types = []
for col in data.columns:
dtype = str(data[col].dtype)
 types.append(dtype)
 tt['Types'] = types
return(np.transpose(tt))<count_missing_values>
train_desc = df_train.Description.fillna("none" ).values
test_desc = df_test.Description.fillna("none" ).values
tfv = TfidfVectorizer(min_df=3, max_features=None,
strip_accents='unicode', analyzer='word', token_pattern=r'\w{1,}',
ngram_range=(1, 3), use_idf=1, smooth_idf=1, sublinear_tf=1,
stop_words = 'english')
 tfv.fit(list(train_desc)+ list(test_desc))
X = tfv.transform(train_desc)
 X_test = tfv.transform(test_desc)
 svd = TruncatedSVD(n_components=180)
 svd.fit(X)
 X = svd.transform(X)
 X_test = svd.transform(X_test )
display(missing_data(train_df), missing_data(test_df))<drop_column>
train_desc = df_train.Description.fillna("none" ).values
test_desc = df_test.Description.fillna("none" ).values
svd_n_components = 200
tfv = TfidfVectorizer(min_df=2, max_features=None,
strip_accents='unicode', analyzer='word', token_pattern=r'(?u)\b\w+\b',
ngram_range=(1, 3), use_idf=1, smooth_idf=1, sublinear_tf=1, 
)
 tfv.fit(list(train_desc))
X = tfv.transform(train_desc)
 X_test = tfv.transform(test_desc)
 svd = TruncatedSVD(n_components=svd_n_components)
 svd.fit(X)
 print(svd.explained_variance_ratio_.sum())
 print(svd.explained_variance_ratio_)
 X = svd.transform(X)
 X = pd.DataFrame(X, columns=['svd_{}'.format(i)for i in range(svd_n_components)])
 df_train = pd.concat(( df_train, X), axis=1)
 X_test = svd.transform(X_test)
 X_test = pd.DataFrame(X_test, columns=['svd_{}'.format(i)for i in range(svd_n_components)])
 df_test = pd.concat(( df_test, X_test), axis=1 )
del train_transaction, train_identity, test_transaction, test_identity<count_missing_values>
def readFile(fn):
file = '.. /input/train_sentiment/'+fn['PetID']+'.json'
if os.path.exists(file):
with open(file)as data_file:
data = json.load(data_file)
 df = json_normalize(data)
 mag = df['documentSentiment.magnitude'].values[0]
score = df['documentSentiment.score'].values[0]
return pd.Series([mag,score],index=['mag','score'])
 else:
return pd.Series([0,0],index=['mag','score'])
 def readTestFile(fn):
file = '.. /input/test_sentiment/' + fn['PetID'] + '.json'
if os.path.exists(file):
with open(file)as data_file:
data = json.load(data_file)
 df = json_normalize(data)
 mag = df['documentSentiment.magnitude'].values[0]
score = df['documentSentiment.score'].values[0]
return pd.Series([mag,score],index=['mag','score'])
 else:
print(f'{file} does not exist')
 return pd.Series([0,0],index=['mag','score'])
 df_train[['SentMagnitude', 'SentScore']] = df_train[['PetID']].apply(lambda x: readFile(x), axis=1)
 df_test[['SentMagnitude', 'SentScore']] = df_test[['PetID']].apply(lambda x: readTestFile(x), axis=1 )
train_df['nulls1'] = train_df.isna().sum(axis=1)
 test_df['nulls1'] = test_df.isna().sum(axis=1 )<feature_engineering>
for c in ['P_emaildomain', 'R_emaildomain']:
train_df[c + '_bin'] = train_df[c].map(emails)
 test_df[c + '_bin'] = test_df[c].map(emails)
 train_df[c + '_suffix'] = train_df[c].map(lambda x: str(x ).split('.')[-1])
 test_df[c + '_suffix'] = test_df[c].map(lambda x: str(x ).split('.')[-1])
 train_df[c + '_suffix'] = train_df[c + '_suffix'].map(lambda x: x if str(x)not in us_emails else 'us')
 test_df[c + '_suffix'] = test_df[c + '_suffix'].map(lambda x: x if str(x)not in us_emails else 'us' )<define_variables>
y = df_train.AdoptionSpeed
train = np.hstack(( df_train.drop(['Name', 'Description', 'PetID', 'AdoptionSpeed', 'RescuerID'], axis=1 ).values, X))
test = np.hstack(( df_test.drop(['Name', 'Description', 'PetID', 'RescuerID'], axis=1 ).values, X_test))
labels = {np.nan: np.nan, 'nan': np.nan, 't': 1, 'f': 2, 'm2': 3, 'm0': 4, 'm1': 5, 'gmail.com': 6, 'outlook.com': 7, 'yahoo.com': 8, 'mail.com': 9, 'anonymous.com': 10, 'hotmail.com': 11, 'verizon.net': 12, 'aol.com': 13, 'me.com': 14, 'comcast.net': 15, 'optonline.net': 16, 'cox.net': 17, 'charter.net': 18, 'rocketmail.com': 19, 'prodigy.net.mx': 20, 'embarqmail.com': 21, 'icloud.com': 22, 'live.com.mx': 23, 'gmail': 24, 'live.com': 25, 'att.net': 26, 'juno.com': 27, 'ymail.com': 28, 'sbcglobal.net': 29, 'bellsouth.net': 30, 'msn.com': 31, 'q.com': 32, 'yahoo.com.mx': 33, 'centurylink.net': 34, 'servicios-ta.com': 35, 'earthlink.net': 36, 'hotmail.es': 37, 'cfl.rr.com': 38, 'roadrunner.com': 39, 'netzero.net': 40, 'gmx.de': 41, 'suddenlink.net': 42, 'frontiernet.net': 43, 'windstream.net': 44, 'frontier.com': 45, 'outlook.es': 46, 'mac.com': 47, 'netzero.com': 48, 'aim.com': 49, 'web.de': 50, 'twc.com': 51, 'cableone.net': 52, 'yahoo.fr': 53, 'yahoo.de': 54, 'yahoo.es': 55, 'sc.rr.com': 56, 'ptd.net': 57, 'live.fr': 58, 'yahoo.co.uk': 59, 'hotmail.fr': 60, 'hotmail.de': 61, 'hotmail.co.uk': 62, 'protonmail.com': 63, 'yahoo.co.jp': 64, 'scranton.edu': 65, 'w': 66, 'h': 67, 'c': 68, 's': 69, 'r': 70, 'discover': 71, 'mastercard': 72, 'visa': 73, 'american express': 74, 'credit': 75, 'debit': 76, 'debit or credit': 77, 'charge card': 78, 'notfound': 81, 'found': 82, 'new': 83, 'unknown': 84, 'ip_proxy:transparent': 85, 'ip_proxy:anonymous': 86, 'ip_proxy:hidden': 87, 'android 7.0': 88, 'ios 11.1.2': 89, 'mac os x 10_11_6': 90, 'windows 10': 91, 'android': 284, 'linux': 93, 'ios 11.0.3': 94, 'mac os x 10_7_5': 95, 'mac os x 10_12_6': 96, 'mac os x 10_13_1': 97, 'ios 11.1.0': 98, 'mac os x 10_9_5': 99, 'windows 7': 100, 'windows 8.1': 101, 'mac': 102, 'ios 10.3.3': 103, 'mac os x 10.12': 104, 'mac os x 10_10_5': 105, 'mac os x 10_11_5': 106, 'ios 9.3.5': 107, 'android 5.1.1': 108, 'android 7.1.1': 109, 'android 6.0': 110, 'ios 10.3.1': 111, 'mac os x 10.9': 112, 'ios 11.1.1': 113, 'windows vista': 114, 'ios 10.3.2': 115, 'ios 11.0.2': 116, 'mac os x 10.11': 117, 'android 8.0.0': 118, 'ios 10.2.0': 119, 'ios 10.2.1': 120, 'ios 11.0.0': 121, 'mac os x 10.10': 122, 'mac os x 10_12_3': 123, 'mac os x 10_12': 124, 'android 6.0.1': 125, 'ios': 126, 'mac os x 10.13': 127, 'mac os x 10_12_5': 128, 'mac os x 10_8_5': 129, 'ios 11.0.1': 130, 'ios 10.0.2': 131, 'android 5.0.2': 132, 'windows xp': 133, 'ios 11.2.0': 134, 'mac os x 10.6': 135, 'windows 8': 136, 'mac os x 10_6_8': 137, 'mac os x 10_11_4': 138, 'mac os x 10_12_1': 139, 'ios 10.1.1': 140, 'mac os x 10_11_3': 141, 'mac os x 10_12_4': 142, 'mac os x 10_13_2': 143, 'android 4.4.2': 144, 'mac os x 10_12_2': 145, 'android 5.0': 146, 'func': 147, 'android 7.1.2': 148, 'android 8.1.0': 149, 'other': 150, 'mac os x 10_13_3': 151, 'ios 11.2.1': 152, 'ios 11.2.5': 153, 'windows': 154, 'ios 11.2.2': 155, 'ios 11.3.0': 156, 'ios 11.2.6': 157, 'mac os x 10_13_4': 158, 'mac os x 10_13_5': 159, 'ios 11.4.0': 160, 'ios 11.3.1': 161, 'ios 11.4.1': 162, 'android 9': 163, 'ios 12.0.0': 164, 'mac os x 10_13_6': 165, 'mac os x 10.14': 166, 'mac os x 10_14_0': 167, 'mac os x 10_14': 168, 'ios 12.1.0': 169, 'mac os x 10_14_1': 170, 'ios 12.0.1': 171, 'ios 12.1.1': 172, 'mac os x 10_14_2': 173, 'ios 12.1.2': 174, 'samsung browser 6.2': 175, 'mobile safari 11.0': 176, 'chrome 62.0': 177, 'chrome 62.0 for android': 178, 'edge 15.0': 179, 'mobile safari generic': 180, 'chrome 49.0': 181, 'chrome 61.0': 182, 'edge 16.0': 183, 'safari generic': 184, 'edge 14.0': 185, 'chrome 56.0 for android': 186, 'firefox 57.0': 187, 'chrome 54.0 for android': 188, 'mobile safari uiwebview': 189, 'chrome': 190, 'chrome 62.0 for ios': 191, 'firefox': 192, 'chrome 60.0 for android': 193, 'mobile safari 10.0': 194, 'chrome 61.0 for android': 195, 'ie 11.0 for desktop': 196, 'ie 11.0 for tablet': 197, 'mobile safari 9.0': 198, 'chrome generic': 199, 'chrome 59.0 for android': 200, 'firefox 56.0': 201, 'android webview 4.0': 202, 'chrome 55.0': 203, 'opera 49.0': 204, 'ie': 205, 'chrome 55.0 for android': 206, 'firefox 52.0': 207, 'chrome 57.0 for android': 208, 'chrome 56.0': 209, 'chrome 46.0 for android': 210, 'chrome 58.0': 211, 'firefox 48.0': 212, 'chrome 59.0': 213, 'samsung browser 4.0': 214, 'edge 13.0': 215, 'chrome 53.0 for android': 216, 'chrome 58.0 for android': 217, 'chrome 60.0': 218, 'mobile safari 8.0': 219, 'firefox generic': 220, 'generic/android 7.0': 221, 'mobile': 222, 'samsung/sm-g532m': 223, 'chrome 50.0 for android': 224, 'chrome 51.0 for android': 225, 'chrome 63.0': 226, 'chrome 52.0 for android': 227, 'chrome 51.0': 228, 'firefox 55.0': 229, 'edge': 230, 'opera': 231, 'chrome generic for android': 232, 'aol': 233, 'samsung browser 5.4': 234, 'samsung/sch': 235, 'silk': 236, 'chrome 57.0': 237, 'firefox 47.0': 238, 'chrome 63.0 for android': 239, 'samsung/sm-g531h': 240, 'chrome 43.0 for android': 241, 'waterfox': 242, 'nokia/lumia': 243, 'chrome 63.0 for ios': 244, 'puffin': 245, 'microsoft/windows': 246, 'cyberfox': 247, 'generic/android': 248, 'samsung': 849, 'opera generic': 250, 'chrome 49.0 for android': 251, 'zte/blade': 252, 'safari': 253, 'android browser 4.0': 254, 'samsung browser 5.2': 255, 'palemoon': 256, 'maxthon': 257, 'line': 258, 'lg/k-200': 259, 'iron': 260, 'blu/dash': 261, 'seamonkey': 262, 'firefox 58.0': 263, 'chrome 64.0 for android': 264, 'chrome 64.0': 265, 'firefox 59.0': 266, 'chrome 64.0 for ios': 267, 'm4tel/m4': 268, 'comodo': 269, 'lanix/ilium': 270, 'samsung browser generic': 271, 'chromium': 272, 'opera 51.0': 273, 'inco/minion': 274, 'samsung browser 7.0': 275, 'mozilla/firefox': 276, 'samsung browser 4.2': 277, 'samsung browser 6.4': 278, 'chrome 65.0': 279, 'chrome 65.0 for android': 280, 'chrome 65.0 for ios': 281, 'cherry': 282, 'icedragon': 283, 'edge 17.0': 285, 'chrome 66.0': 286, 'chrome 66.0 for android': 287, 'safari 11.0': 288, 'safari 9.0': 289, 'safari 10.0': 290, 'google': 291, 'chrome 66.0 for ios': 292, 'google search application 48.0': 293, 'opera 52.0': 294, 'firefox 60.0': 295, 'opera 53.0': 296, 'samsung browser 3.3': 297, 'google search application 49.0': 298, 'facebook': 299, 'firefox mobile 61.0': 300, 'chrome 67.0': 301, 'chrome 69.0': 302, 'chrome 67.0 for android': 303, 'firefox 61.0': 304, 'samsung browser 7.2': 305, 'chrome 67.0 for ios': 306, 'google search application 52.0': 307, 'firefox 62.0': 308, 'mobile safari 12.0': 309, 'chrome 68.0': 310, 'opera 54.0': 311, 'firefox mobile 62.0': 312, 'google search application 54.0': 313, 'safari 12.0': 314, 'chrome 68.0 for android': 315, 'chrome 68.0 for ios': 316, 'chrome 39.0 for android': 317, 'chrome 70.0': 318, 'rim': 2752, 'chrome 69.0 for android': 320, 'google search application 56.0': 321, 'samsung browser 7.4': 322, 'opera 55.0': 323, 'firefox 63.0': 324, 'google search application 58.0': 325, 'chrome 69.0 for ios': 326, 'chrome 70.0 for android': 327, 'uc': 328, 'google search application 59.0': 329, 'opera 56.0': 330, 'chrome 71.0': 331, 'google search application 60.0': 332, 'edge 18.0': 333, 'chrome 70.0 for ios': 334, 'firefox mobile 63.0': 335, 'google search application 61.0': 336, 'firefox 64.0': 337, 'google search application 62.0': 338, 'chrome 71.0 for android': 339, 'google search application 63.0': 340, 'chrome 71.0 for ios': 341, 'google search application 64.0': 342, 'samsung browser 8.2': 343, 'google search application 65.0': 344, 'blackberry': 345, '2220x1080': 346, '1334x750': 347, '1280x800': 348, '1366x768': 349, '1920x1080': 350, '1680x1050': 351, '1136x640': 352, '5120x2880': 353, '2880x1800': 354, '1920x1200': 355, '2560x1600': 356, '2048x1536': 357, '1024x768': 358, '1280x720': 359, '2560x1440': 360, '2208x1242': 361, '2001x1125': 362, '1440x900': 363, '1600x900': 364, '2672x1440': 365, '1280x1024': 366, '960x540': 367, '2732x2048': 368, '2436x1125': 369, '2048x1152': 370, '2960x1440': 371, '1024x600': 372, '855x480': 373, '4096x2304': 374, '2160x1440': 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'lg-m430': 3294, 'max10 build/lmy47i': 3295, '5054s': 3296, 'chc-u03': 3297, 'lenovo pb2-650y': 3298, '5015a': 3299, 'hi6210sft': 3300, '5025g': 3301, 'sm-g530h': 3302, 's60': 3303, 'htc 10': 3304, 'lg-h700': 3305, 'lm-q610(fgn': 3306, 'sm-j700h': 3307, 'lg-x230': 3308, 'sm-j320fn': 3309, 'samsung sm-t580 build/m1ajq': 3310, 'blade a6 max build/n2g47h': 3311, 'sm-t530nu': 3312, 'ldn-l21': 3313, 'lg-d280': 3314, 'sm-a500m': 3315, 'sm-j337t': 3316, 'm4 ss4457': 3317, 'sm-a300fu': 3318, 'blade v9': 3319, 'lg-h918': 3320, 'hisense f20': 3321, 'sm-j111m': 3322, 'huawei g7-l03': 3323, 'ridge': 3324, 'hs20502-16': 3325, 'lenovo pb2-670y': 3326, 'lg-x165g': 3327, 'kffowi': 3328, 'asus_x00lda': 3329, 'cmr-al09': 3330, 'bluboo': 3331, 'lg-d852g': 3332, '2ps64': 3333, 'lm-q710.fg': 3334, 'samsung-sm-j327a': 3335, 'xt1585': 3336, 'mi a2 lite': 3337, 'lg-m151': 3338, '5010g': 3339, 'sm-j327v': 3340, 'sm-j710mn': 3341, 'vs988': 3342, 'lgls676': 3343, 'z988': 3344, 'lgl158vl': 3345, 'moto e5 cruise': 3346, 'sm-g892u': 3347, 'lg-h500': 3348, 'rv:27.0': 3349, 'lm-v350': 3350, 'sm-j200m': 3351, 'samsung-sm-g920a': 3352, '8_plus': 3353, 'kfarwi': 3354, '5044t': 3355, 'lld-l21': 3356, 'sm-s337tl': 3357, 'sm-j727r4': 3358, 'onix': 3359, 'sm-t900': 3360, 'redmi s2': 3361, 'a502dl': 3362, 'lg-m153': 3363, '4009a': 3364, 'vs995': 3365, 'lg-k425': 3366, 'moto g(6)build/opss27.82-87-3': 3367, 'bln-l21': 3368, 'h3123': 3369, 'p5525a': 3370, '5041c': 3371, 'sm-g9500': 3372, 'gt-i9060i': 3373, 'gt-n8013': 3374, 'lg-h910': 3375, 'gravity': 3376, 'sm-t357w': 3377, 'lg-x220': 3378, 'shift': 3379, 'bla-l29': 3380, 'moto g(5)plus build/opss28.85-13-3': 3381, '5099a': 3382, 'pocophone': 3383, 'sm-c5010': 3384, 'lya-l09': 3385, '8050g': 3386, 'rex build/mra58k': 3387, 'lg-ls777': 3388, 'sm-g930u': 3389, 'pixel 3 xl': 3390, 'p5526a': 3391, 'lg-d120 build/kot49i.v10a': 3392, 'frd-l09': 3393, 'hisense l675': 3394, 'sm-t110': 3395, 'kfapwi': 3396, 'gt-i8190l': 3397, 'moto e(4)plus build/nma26.42-167': 3398, 'sm-t378v': 3399, 'a10': 3400, 'sm-g925t': 3401, 'sm-j710f': 3402, 'n9517': 3403, 'ax921': 3404, 'mxg401': 3405, '6016a': 3406, 'lg-tp260': 3407, 'sm-g355m': 3408, 'alp-l29': 3409, 'lgms550': 3410, 'lg-d415': 3411, 'e6782': 3412, 'k81': 3413, 'sm-n900p': 3414, 'lg-h542': 3415, 'sm-j327u': 3416, 'lg-h811': 3417, '2014819': 3418, 'ghia_axis7': 3419, 'm4 ss4458-r': 3420, 'samsung-sm-g928a': 3421, 'z916bl': 3422, 'lg-ls997': 3423, 'lgmp450': 3424, 'sm-g950n': 3425, 'c5': 3426, 'lgms210': 3427, 'rocket': 3428, 'sm-j720f': 3429, 'sm-g930r4': 3430, 'sch-i545': 3431, 'samsung sm-j610g build/m1ajq': 3432, 'lg-m710': 3433, 'sm-n960u1': 3434, 'sgp311': 3435, 'vk410': 3436, 'hi6250': 3437, 'vs986': 3438, 'sm-j327p': 3439, 'nexus 6p': 3441, 'kfthwi': 3442, 'sm-j337v': 3443, 'htc one m9plus': 3444, 'kftbwi': 3445, 'sm-j737t': 3446, 'sm-t337t': 3447, 'sm-n960w': 3448, 'im6': 3449, 'sm-j737v': 3450, 'kfkawi': 3451, 'huawei y560-l03': 3452, 'sm-j415g': 3453, 'asus_a006': 3454, 'vie-l29': 3455, 'sm-g610m build/m1ajq': 3456, 'moto e5 play build/opgs28.54-19-2': 3457, 'lg-d690': 3458, 'moto e5 play build/ocps27.91-51-3-3': 3459, 'lg-d631': 3460, 'redmi note 6 pro': 3461, 'kyocera-c6742': 3462, 'gt-i9060l': 3463, 'moto z3': 3464, 'vs501': 3465, 'g3311': 3466, 'htl23': 3467, 'q01a': 3468, 'samsung sm-t820 build/r16nw': 3469, 'sm-g930vl': 3470, 'sm-a750g': 3471, '6062w': 3472, 'redmi 4a': 3473, 'p10': 3474, 'infinit_lite_2': 3475, 'sm-t827v': 3476, 'sm-j737p': 3477, 'moto e(4)build/nma26.42-167': 3478, 'a622gl': 3479, 'sm-j327vpp': 3480, 'sm-a600t1': 3481, 'e2306': 3482, 'lm-q710.fgn': 3483, 'jkm-lx3': 3484, 'sm-a700k': 3485, 'slate': 3486, 'sm-j327t': 3487, 'moto g(5)build/opps28.85-13-2': 3488, 'hma-l09': 3489, 'ale-l02': 3490, 'rv:65.0': 3491, 'rct6513w87': 3492, 'cph1835': 3493, '5085b': 3494, 'lgl164vl': 3495, 'asus_x00pd': 3496, 'rct6303w87m7': 3497, 'ghia_axis7p': 3498, 'samsung-sm-t337a': 3499, 'mha-l29': 3500, 'sm-g532g': 3501, 'samsung-sm-g530az': 3502, 'mb520': 3503, 'lg-h990': 3504, 'lg-m327': 3505, 'lifesize': 3506, 'pspc550': 3507, '8080': 3508, 'oneplus a6013': 3509, '7048a': 3510, 'sm-n950u1': 3511, 'tab8': 3512, 'sm-n9200': 3513, 'c2105': 3514, 'sm-j320v': 3515, 'kftt': 3516, 'samsung sm-g610m build/m1ajq': 3517, 'verykools5702': 3518, 'sm-j105b': 3519, 'max10': 3520, 'sm-g600s': 3521, 'cpu': 3522, 'lm-v405': 3523, '4027a': 3524, 'sm-g360p': 3525, 'n9560': 3526, 'z956': 3527, 'c6902': 3528, 'z818l': 3529, 'sm-p350': 3530, 'a462c': 3531, 'sm-j600gt': 3532, 'sm-t837v': 3533, 'e6910': 3534, 'z851m': 3535, 'sm-a920f': 3536, 'asus_a002a': 3537, 'pic-lx9': 3538, 'bla-al00': 3539, 'neffos_c9a': 3540, 'lenovo tb-7104f build/o11019': 3541, 'sgp621': 3542, 'sm-g903f': 3543, '5086a': 3544, 'sm-t387v': 3545, 'sm-g611f': 3546, 'lg-d325': 3547, 'sm-t597v': 3548, 'neffos_c7': 3549, 'sm-g925p': 3550, 'lg-m210': 3551, 'zte-z999': 3552, 'p002': 3553, 'lm-x410pm': 3554, 'che2-l23': 3555, 'q05a': 3556, 'azumi_doshi_a55_ql': 3557, 'lg-k430': 3558, 'hk-914581': 3559, 'sm-t817v': 3560, 'verykools5036': 3561, 'rct6b03w13': 3562, 'sm-j810y': 3563, 'z899vl': 3564, 'sm-s367vl': 3565, 'sm-p905v': 3566, 'infinity': 3567, 'sm-g935r4': 3568, '6043a': 3569, 'atu-l21': 3570, 'd2303': 3571, 'lgl157bl': 3572, 'phone': 3573, 'lg-q710al': 3574, 'n5702l': 3575, 'so-02h': 3576, 'verykools5027': 3577, 'bah-l09': 3578, 'sm-j120fn': 3579, 'asus_x008dc': 3580, 'ags-l09': 3581, 'techpad_10y': 3582, 'dig-l03': 3583, 'sm-j530l': 3584, 'asus_z017dc': 3585, 'motoe2': 3586, 'f3116': 3587, 'lava_r1': 3588, 'sm-j260m': 3589, '8082': 3590, 'lg-k540': 3591, 'zebra': 3592, 'armor': 3593, 'sm-t320': 3594, 'lm-q850': 3595, 'pspcl20a0': 3596, 'aura': 3597, 'azumi_iro_a5_q': 3598, 'kyocera-c6742a': 3599, 'alcatel_5098o': 3600, 'centurylink': 3601, 'spectrum': 3602, 'us': 3603, 'mx': 3604, 'yahoo': 3605, 'de': 3606, 'jp': 3607, 'uk': 3608, 'fr': 3609, 'com': 3610, 'es': 3611, 'apple': 3612} 
<categorify>
target = df_train['AdoptionSpeed']
train_id = df_train['PetID']
test_id = df_test['PetID']
df_train.drop(['Name', 'Description', 'PetID', 'AdoptionSpeed', 'RescuerID'], axis=1, inplace=True, errors='ignore')
 df_test.drop(['Name', 'Description', 'PetID', 'RescuerID'], axis=1, inplace=True, errors='ignore' )
for c1, c2 in train_df.dtypes.reset_index().values:
if c2=='O':
train_df[c1] = train_df[c1].map(lambda x: labels[str(x ).lower() ])
 test_df[c1] = test_df[c1].map(lambda x: labels[str(x ).lower() ] )<feature_engineering>
def run_cv_model(train, test, target, model_fn, params={}, eval_fn=None, label='model'):
kf = StratifiedKFold(n_splits=5, random_state=42, shuffle=True)
 fold_splits = kf.split(train, target)
 cv_scores = []
qwk_scores = []
pred_full_test = 0
pred_train = np.zeros(( train.shape[0], 5))
all_coefficients = np.zeros(( 5, 4))
feature_importance_df = pd.DataFrame()
i = 1
for dev_index, val_index in fold_splits:
print('Started ' + label + ' fold ' + str(i)+ '/5')
 if isinstance(train, pd.DataFrame):
dev_X, val_X = train.iloc[dev_index], train.iloc[val_index]
dev_y, val_y = target[dev_index], target[val_index]
else:
dev_X, val_X = train[dev_index], train[val_index]
dev_y, val_y = target[dev_index], target[val_index]
params2 = params.copy()
pred_val_y, pred_test_y, importances, coefficients, qwk = model_fn(dev_X, dev_y, val_X, val_y, test, params2)
 pred_full_test = pred_full_test + pred_test_y
pred_train[val_index] = pred_val_y
all_coefficients[i-1, :] = coefficients
if eval_fn is not None:
cv_score = eval_fn(val_y, pred_val_y)
 cv_scores.append(cv_score)
 qwk_scores.append(qwk)
 print(label + ' cv score {}: RMSE {} QWK {}'.format(i, cv_score, qwk))
fold_importance_df = pd.DataFrame()
fold_importance_df['feature'] = train.columns.values
fold_importance_df['importance'] = importances
fold_importance_df['fold'] = i
feature_importance_df = pd.concat([feature_importance_df, fold_importance_df], axis=0)
 i += 1
print('{} cv RMSE scores : {}'.format(label, cv_scores))
print('{} cv mean RMSE score : {}'.format(label, np.mean(cv_scores)))
 print('{} cv std RMSE score : {}'.format(label, np.mean(cv_scores)))
 print('{} cv QWK scores : {}'.format(label, qwk_scores))
print('{} cv mean QWK score : {}'.format(label, np.mean(qwk_scores)))
 print('{} cv std QWK score : {}'.format(label, np.std(qwk_scores)))
 pred_full_test = pred_full_test / 5.0
results = {'label': label,
'train': pred_train, 'test': pred_full_test,
'cv': cv_scores, 'qwk': qwk_scores,
'importance': feature_importance_df,
'coefficients': all_coefficients}
return results
params = {'application': 'regression',
'boosting': 'gbdt',
'metric': 'rmse',
'num_leaves': 80,
'max_depth': 9,
'learning_rate': 0.01,
'bagging_fraction': 0.85,
'feature_fraction': 0.8,
'min_split_gain': 0.01,
'min_child_samples': 150,
'min_child_weight': 0.1,
'verbosity': -1,
'data_random_seed': 3,
'early_stop': 100,
'verbose_eval': 100,
'num_rounds': 10000}
def runLGB(train_X, train_y, test_X, test_y, test_X2, params):
print('Prep LGB')
 d_train = lgb.Dataset(train_X, label=train_y)
 d_valid = lgb.Dataset(test_X, label=test_y)
 watchlist = [d_train, d_valid]
print('Train LGB')
 num_rounds = params.pop('num_rounds')
 verbose_eval = params.pop('verbose_eval')
 early_stop = None
if params.get('early_stop'):
early_stop = params.pop('early_stop')
 model = lgb.train(params,
train_set=d_train,
num_boost_round=num_rounds,
valid_sets=watchlist,
verbose_eval=verbose_eval,
early_stopping_rounds=early_stop)
 print('Predict 1/2')
 pred_test_y = model.predict(test_X, num_iteration=model.best_iteration)
 optR = OptimizedRounder()
optR.fit(pred_test_y, test_y)
 coefficients = optR.coefficients()
pred_test_y_k = optR.predict(pred_test_y, coefficients)
 print("Valid Counts = ", Counter(test_y))
print("Predicted Counts = ", Counter(pred_test_y_k))
print("Coefficients = ", coefficients)
 qwk = quadratic_weighted_kappa(test_y, pred_test_y_k)
 print("QWK = ", qwk)
 print('Predict 2/2')
 pred_test_y2 = model.predict(test_X2, num_iteration=model.best_iteration)
 return pred_test_y.reshape(-1, 1), pred_test_y2.reshape(-1, 1), model.feature_importance() , coefficients, qwk
results = run_cv_model(df_train, df_test, target, runLGB, params, rmse, 'lgb' )
def nan2mean(df):
for x in list(df.columns.values):
df[x] = df[x].fillna(df[x].mean())
 return df<feature_engineering>
optR = OptimizedRounder()
coefficients_ = np.mean(results['coefficients'], axis=0)
 print(coefficients_)
 train_predictions = [r[0] for r in results['train']]
train_predictions = optR.predict(train_predictions, coefficients_ ).astype(int)
 Counter(train_predictions )
train_df=nan2mean(train_df )<feature_engineering>
optR = OptimizedRounder()
test_predictions = [r[0] for r in results['test']]
test_predictions = optR.predict(test_predictions, coefficients_ ).astype(int)
 Counter(test_predictions )
test_df=nan2mean(test_df )<categorify>
pd.DataFrame(sk_cmatrix(target, train_predictions), index=list(range(5)) , columns=list(range(5)) )
for f in train_df.columns:
if train_df[f].dtype=='object':
lbl = preprocessing.LabelEncoder()
lbl.fit(list(train_df[f].values)+ list(test_df[f].values))
train_df[f] = lbl.transform(list(train_df[f].values))
test_df[f] = lbl.transform(list(test_df[f].values))
train_df = train_df.reset_index()
test_df = test_df.reset_index()<drop_column>
quadratic_weighted_kappa(target, train_predictions)
features = list(train_df)
 features.remove('isFraud')
 target = 'isFraud'<split>
rmse(target, [r[0] for r in results['train']])
bayesian_tr_idx, bayesian_val_idx = train_test_split(train_df, test_size = 0.3, random_state = 42, stratify = train_df[target])
 bayesian_tr_idx = bayesian_tr_idx.index
bayesian_val_idx = bayesian_val_idx.index<concatenate>
submission = pd.DataFrame({'PetID': test_id, 'AdoptionSpeed': test_predictions})
 submission.head()
def LGB_bayesian(
 num_leaves,
bagging_fraction,
feature_fraction,
min_child_weight,
min_data_in_leaf,
max_depth,
reg_alpha,
reg_lambda 
):
num_leaves = int(num_leaves)
 min_data_in_leaf = int(min_data_in_leaf)
 max_depth = int(max_depth)
 assert type(num_leaves)== int
assert type(min_data_in_leaf)== int
assert type(max_depth)== int
param = {
'num_leaves': num_leaves,
'min_data_in_leaf': min_data_in_leaf,
'min_child_weight': min_child_weight,
'bagging_fraction' : bagging_fraction,
'feature_fraction' : feature_fraction,
'max_depth': max_depth,
'reg_alpha': reg_alpha,
'reg_lambda': reg_lambda,
'objective': 'binary',
'save_binary': True,
'seed': 1337,
'feature_fraction_seed': 1337,
'bagging_seed': 1337,
'drop_seed': 1337,
'data_random_seed': 1337,
'boosting_type': 'gbdt',
'verbose': 1,
'is_unbalance': False,
'boost_from_average': True,
'metric':'auc'}
oof = np.zeros(len(train_df))
trn_data= lgb.Dataset(train_df.iloc[bayesian_tr_idx][features].values, label=train_df.iloc[bayesian_tr_idx][target].values)
 val_data= lgb.Dataset(train_df.iloc[bayesian_val_idx][features].values, label=train_df.iloc[bayesian_val_idx][target].values)
 clf = lgb.train(param, trn_data, num_boost_round=50, valid_sets = [trn_data, val_data], verbose_eval=0, early_stopping_rounds = 50)
 oof[bayesian_val_idx] = clf.predict(train_df.iloc[bayesian_val_idx][features].values, num_iteration=clf.best_iteration)
 score = roc_auc_score(train_df.iloc[bayesian_val_idx][target].values, oof[bayesian_val_idx])
 return score<define_search_space>
submission.to_csv('submission.csv', index=False )
<choose_model_class><EOS> 
submission.to_csv('submission.csv', index=False )