Creating a Common Identifier (ID)
Between Two Sources
1. Load Data & Model
Use the demonstration_model to generate a common ID for observations from the left and right DataFrames. To do so, we first have to load both the model and the data into memory.
import pandas as pd
from neer_match_utilities.model import Model
from neer_match_utilities.prepare import Prepare, similarity_map_to_dict
from pathlib import Path
# Load model
loaded_model = Model.load(
'demonstration_model'
)
# Load files
left = pd.read_csv('left.csv')
right = pd.read_csv('right.csv')
2. Harmonize Format
After loading the model and data, it is crucial to ensure that the
formatting applied to the data remains consistent with the preprocessing
used during model training. The Prepare
class is employed here to
harmonize the left and right DataFrames. Notice that the
`similarity_map is automatically loaded with the model, so there is no
need to redefine it.
prepare = Prepare(
similarity_map=similarity_map_to_dict(loaded_model.similarity_map),
df_left=left,
df_right=right,
id_left='company_id',
id_right='company_id'
)
left, right = prepare.format(
fill_numeric_na=False,
to_numeric=['found_year'],
fill_string_na=True,
capitalize=True
)
3. Generate a Common ID
The generate_ID
method from the Panel
class is designed to generate
a common identifier across multiple repeated cross sections. In our
case, creating an ID for observations in the left and right datasets
can be seen as a special case with two periods. Importantly, the
relation
parameter enables the method to handle various types of
relationships between the observations in left and right (1:1
, 1:m
,
m:1
, and m:m
). Additionally, the panel_var
parameter specifies the
name of the variable that will store these common identifiers. The
time_var
parameter indicates the different cross sections (this could
be year for annual data, for instance). In our example, to generate an
ID for the left and right DataFrames, we first create a new column
(labeled side) to distinguish the two sources. Then, we stack the two
DataFrames vertically into a single DataFrame named df.
Importantly, the subgroups parameter allows you to implement a blocking strategy. Variables listed under this parameter restrict the ID generation process to comparing observations only within each subgroup. This can drastically minimize the required computation time because, by default, every observation in one cross section is compared to all observations in the comparison cross section. In our example, we could, for instance, create a new column that lists the first letter of each company entry, and include this newly created variable in the list of the subgroups parameter.
from neer_match_utilities.panel import GenerateID
left['side'] = 'left'
right['side'] = 'right'
df = pd.concat(
[
left,
right
],
axis=0,
ignore_index=True
)
# Create GenerateID instance
id_generator = GenerateID(
df_panel=df,
panel_var='panel_id',
time_var='side',
model=loaded_model,
prediction_threshold=0.45,
subgroups=[],
relation='m:m',
)
# Execute the ID generation
result = id_generator.execute()
result.head()
Processing periods left-right at 2025-03-21 19:24:45.189309
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1322/29929 ━━━━━━━━━━━━━━━━━━━━ 2:28 5ms/step 1332/29929 ━━━━━━━━━━━━━━━━━━━━ 2:28 5ms/step 1342/29929 ━━━━━━━━━━━━━━━━━━━━ 2:28 5ms/step 1352/29929 ━━━━━━━━━━━━━━━━━━━━ 2:28 5ms/step 1362/29929 ━━━━━━━━━━━━━━━━━━━━ 2:28 5ms/step 1372/29929 ━━━━━━━━━━━━━━━━━━━━ 2:28 5ms/step 1382/29929 ━━━━━━━━━━━━━━━━━━━━ 2:28 5ms/step 1392/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1402/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1412/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1422/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1432/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1442/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1452/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1462/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1472/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1483/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1493/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1503/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1513/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1523/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1533/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1543/29929 ━━━━━━━━━━━━━━━━━━━━ 2:27 5ms/step 1553/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1563/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1573/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1583/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1593/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1603/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1613/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1623/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1633/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1643/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1654/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1665/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1675/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1685/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1695/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1705/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1715/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1725/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1735/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1746/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1756/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1767/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1769/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1779/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1789/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1799/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1809/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1819/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1829/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1839/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1849/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1859/29929 ━━━━━━━━━━━━━━━━━━━━ 2:26 5ms/step 1869/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1879/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1889/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1900/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1910/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1920/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1930/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1940/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1950/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1960/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1970/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1980/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 1990/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 2000/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 2010/29929 ━━━━━━━━━━━━━━━━━━━━ 2:25 5ms/step 2020/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2030/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2040/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2050/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2060/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2070/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2080/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2090/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2100/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2110/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2120/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2130/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2140/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2150/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2160/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2170/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2180/29929 ━━━━━━━━━━━━━━━━━━━━ 2:24 5ms/step 2190/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2200/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2210/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2220/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2230/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2240/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2250/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2260/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2270/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2280/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2290/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2300/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2310/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2320/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2330/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2340/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2350/29929 ━━━━━━━━━━━━━━━━━━━━ 2:23 5ms/step 2360/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2370/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2380/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2390/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2400/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2410/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2420/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2430/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2440/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2450/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2460/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2470/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2480/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2490/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2500/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2510/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2520/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2530/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2540/29929 ━━━━━━━━━━━━━━━━━━━━ 2:22 5ms/step 2550/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2560/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2570/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2580/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2591/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2601/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2611/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2621/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2631/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2641/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2651/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2661/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2671/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2681/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2691/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2701/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2711/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2721/29929 ━━━━━━━━━━━━━━━━━━━━ 2:21 5ms/step 2731/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2741/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2751/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2761/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2771/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2781/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2791/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2801/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2811/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2821/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2831/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2841/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2851/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2861/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2871/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2881/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2891/29929 ━━━━━━━━━━━━━━━━━━━━ 2:20 5ms/step 2901/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 2911/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 2921/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 2931/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 2941/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 2951/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 2961/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 2971/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 2981/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 2991/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 3001/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 3011/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 3021/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 3031/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 3041/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 3051/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 3061/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 3071/29929 ━━━━━━━━━━━━━━━━━━━━ 2:19 5ms/step 3081/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3091/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3101/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3111/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3122/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3132/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3142/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3152/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3162/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3172/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3182/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3192/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3202/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3212/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3222/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3232/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3242/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3252/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3262/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3272/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3282/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3291/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3301/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3311/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3321/29929 ━━━━━━━━━━━━━━━━━━━━ 2:18 5ms/step 3331/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3342/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3353/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3364/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3375/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3385/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3395/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3405/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3415/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3426/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3437/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3447/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3458/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3468/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3478/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3488/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3498/29929 ━━━━━━━━━━━━━━━━━━━━ 2:17 5ms/step 3508/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3519/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3529/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3539/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3549/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3559/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3569/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3579/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3589/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3600/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3610/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3621/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3632/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3642/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3652/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3662/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3672/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3682/29929 ━━━━━━━━━━━━━━━━━━━━ 2:16 5ms/step 3693/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3703/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3714/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3724/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3734/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3744/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3754/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3764/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3774/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3784/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3794/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3804/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3814/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3824/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3834/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3844/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3854/29929 ━━━━━━━━━━━━━━━━━━━━ 2:15 5ms/step 3864/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3874/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3884/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3894/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3903/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3913/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3923/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3933/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3943/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3953/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3963/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3973/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3984/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 3995/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 4006/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 4017/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 4027/29929 ━━━━━━━━━━━━━━━━━━━━ 2:14 5ms/step 4037/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4047/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4057/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4067/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4077/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4087/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4097/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4107/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4117/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4127/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4137/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4147/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4157/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4167/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4177/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4187/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4197/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4207/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4217/29929 ━━━━━━━━━━━━━━━━━━━━ 2:13 5ms/step 4227/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4237/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4247/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4257/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4267/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4277/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4287/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4297/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4307/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4317/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4327/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4337/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4347/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4357/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4367/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4378/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4389/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4400/29929 ━━━━━━━━━━━━━━━━━━━━ 2:12 5ms/step 4411/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4421/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4432/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4442/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4452/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4462/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4472/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4482/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4492/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4502/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4512/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4522/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4532/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4542/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4552/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4562/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4572/29929 ━━━━━━━━━━━━━━━━━━━━ 2:11 5ms/step 4582/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4592/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4602/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4612/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4622/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4632/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4642/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4652/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4662/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4672/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4682/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4692/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4702/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4712/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4722/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4732/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4742/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4752/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4762/29929 ━━━━━━━━━━━━━━━━━━━━ 2:10 5ms/step 4772/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4782/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4792/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4802/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4812/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4822/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4825/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4835/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4846/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4856/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4866/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4876/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4886/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4896/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4906/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4916/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4926/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4936/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4947/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4958/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4969/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4980/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 4990/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 5000/29929 ━━━━━━━━━━━━━━━━━━━━ 2:09 5ms/step 5011/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5021/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5031/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5041/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5051/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5061/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5071/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5081/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5091/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5101/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5111/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5121/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5130/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5140/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5150/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5160/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5170/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5180/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5190/29929 ━━━━━━━━━━━━━━━━━━━━ 2:08 5ms/step 5200/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5210/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5220/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5229/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5239/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5249/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5259/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5269/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5279/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5289/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5299/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5309/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5319/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5329/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5339/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5349/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5359/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5369/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5379/29929 ━━━━━━━━━━━━━━━━━━━━ 2:07 5ms/step 5389/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5399/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5409/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5419/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5429/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5439/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5449/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5459/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5469/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5479/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5489/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5499/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5509/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5519/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5529/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5539/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5549/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5559/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5569/29929 ━━━━━━━━━━━━━━━━━━━━ 2:06 5ms/step 5579/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5589/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5599/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5609/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5619/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5629/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5639/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5649/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5659/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5669/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5679/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5689/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5699/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5709/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5719/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5729/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5739/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5749/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5759/29929 ━━━━━━━━━━━━━━━━━━━━ 2:05 5ms/step 5769/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5779/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5789/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5800/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5810/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5820/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5830/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5840/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5850/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5860/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5870/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5880/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5890/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5900/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5910/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5920/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5930/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5940/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5950/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5960/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5970/29929 ━━━━━━━━━━━━━━━━━━━━ 2:04 5ms/step 5980/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 5990/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6000/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6010/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6020/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6030/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6040/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6050/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6060/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6070/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6080/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6090/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6100/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6110/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6120/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6130/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6140/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6150/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6159/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6169/29929 ━━━━━━━━━━━━━━━━━━━━ 2:03 5ms/step 6179/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6189/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6199/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6209/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6219/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6229/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6239/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6249/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6259/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6269/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6279/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6289/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6299/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6309/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6319/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6329/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6339/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6349/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6359/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6369/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6379/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6389/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6399/29929 ━━━━━━━━━━━━━━━━━━━━ 2:02 5ms/step 6409/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6419/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6429/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6439/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6449/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6459/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6469/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6479/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6489/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6499/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6509/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6519/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6529/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6539/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6549/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6559/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6569/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6579/29929 ━━━━━━━━━━━━━━━━━━━━ 2:01 5ms/step 6589/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6599/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6609/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6619/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6629/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6639/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6649/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6659/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6670/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6680/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6690/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6700/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6710/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6720/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6730/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6740/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6750/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6760/29929 ━━━━━━━━━━━━━━━━━━━━ 2:00 5ms/step 6770/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6780/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6790/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6800/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6810/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6820/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6830/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6840/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6850/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6860/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6870/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6880/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6890/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6900/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6910/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6920/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6930/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6940/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6950/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6960/29929 ━━━━━━━━━━━━━━━━━━━━ 1:59 5ms/step 6970/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 6980/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 6990/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7000/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7010/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7020/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7030/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7040/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7050/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7060/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7070/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7080/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7090/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7100/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7110/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7120/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7130/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7140/29929 ━━━━━━━━━━━━━━━━━━━━ 1:58 5ms/step 7150/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7160/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7170/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7180/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7190/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7200/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7210/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7220/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7230/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7240/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7250/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7260/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7270/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7280/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7290/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7300/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7310/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7320/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7330/29929 ━━━━━━━━━━━━━━━━━━━━ 1:57 5ms/step 7340/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7350/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7360/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7370/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7380/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7390/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7400/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7410/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7420/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7430/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7440/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7450/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7460/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7470/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7480/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7490/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7500/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7510/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7520/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7530/29929 ━━━━━━━━━━━━━━━━━━━━ 1:56 5ms/step 7540/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7550/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7560/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7570/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7580/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7590/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7600/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7610/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7620/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7630/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7640/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7650/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7660/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7671/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7682/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7693/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7703/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7713/29929 ━━━━━━━━━━━━━━━━━━━━ 1:55 5ms/step 7723/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7733/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7743/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7753/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7763/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7773/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7783/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7793/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7803/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7813/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7823/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7833/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7843/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7853/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7863/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7873/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7883/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7893/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7903/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7905/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7915/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7925/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7935/29929 ━━━━━━━━━━━━━━━━━━━━ 1:54 5ms/step 7945/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 7955/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 7965/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 7975/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 7985/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 7995/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8005/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8016/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8026/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8036/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8046/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8056/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8066/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8076/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8086/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8096/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8106/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8116/29929 ━━━━━━━━━━━━━━━━━━━━ 1:53 5ms/step 8126/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8136/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8146/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8156/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8166/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8176/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8186/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8196/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8206/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8216/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8226/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8236/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8246/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8256/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8266/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8277/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8288/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8298/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8308/29929 ━━━━━━━━━━━━━━━━━━━━ 1:52 5ms/step 8318/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8328/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8338/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8348/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8358/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8368/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8378/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8388/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8398/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8408/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8418/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8428/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8438/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8448/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8458/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8468/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8478/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8488/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8498/29929 ━━━━━━━━━━━━━━━━━━━━ 1:51 5ms/step 8508/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8518/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8528/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8538/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8548/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8558/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8568/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8578/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8588/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8598/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8608/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8618/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8628/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8638/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8648/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8658/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8668/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8677/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8687/29929 ━━━━━━━━━━━━━━━━━━━━ 1:50 5ms/step 8697/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8707/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8717/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8727/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8737/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8747/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8757/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8767/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8777/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8787/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8797/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8807/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8817/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8827/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8837/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8847/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8857/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8867/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8878/29929 ━━━━━━━━━━━━━━━━━━━━ 1:49 5ms/step 8888/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 8898/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 8908/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 8918/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 8928/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 8938/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 8948/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 8958/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 8968/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 8978/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 8988/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 8998/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 9008/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 9018/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 9028/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 9038/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 9048/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 9058/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 9068/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 9078/29929 ━━━━━━━━━━━━━━━━━━━━ 1:48 5ms/step 9088/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9098/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9108/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9118/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9128/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9138/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9148/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9158/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9168/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9178/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9188/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9198/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9208/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9218/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9228/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9238/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9248/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9258/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9268/29929 ━━━━━━━━━━━━━━━━━━━━ 1:47 5ms/step 9278/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9288/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9298/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9309/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9320/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9329/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9339/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9349/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9359/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9369/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9379/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9389/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9399/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9409/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9419/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9429/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9439/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9449/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9451/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9461/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9471/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9481/29929 ━━━━━━━━━━━━━━━━━━━━ 1:46 5ms/step 9491/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9501/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9511/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9521/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9531/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9541/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9551/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9561/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9571/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9581/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9591/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9601/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9611/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9621/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9631/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9641/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9651/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9661/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9671/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9681/29929 ━━━━━━━━━━━━━━━━━━━━ 1:45 5ms/step 9691/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9701/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9711/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9720/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9730/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9740/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9750/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9760/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9770/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9780/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9790/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9800/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9810/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9820/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9831/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9842/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9852/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9863/29929 ━━━━━━━━━━━━━━━━━━━━ 1:44 5ms/step 9873/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9883/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9893/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9903/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9913/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9923/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9933/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9943/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9953/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9963/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9973/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9983/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step 9993/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step10003/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step10013/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step10024/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step10034/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step10044/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step10054/29929 ━━━━━━━━━━━━━━━━━━━━ 1:43 5ms/step10065/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10075/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10085/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10095/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10105/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10115/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10125/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10135/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10145/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10155/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10165/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10175/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10185/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10195/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10205/29929 ━━━━━━━━━━━━━━━━━━━━ 1:42 5ms/step10215/29929 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5ms/step18193/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18203/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18213/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18223/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18233/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18243/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18253/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18263/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18273/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18283/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18293/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18303/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18313/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18323/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18333/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18343/29929 ━━━━━━━━━━━━━━━━━━━━ 1:00 5ms/step18353/29929 ━━━━━━━━━━━━━━━━━━━━ 59s 5ms/step 18363/29929 ━━━━━━━━━━━━━━━━━━━━ 59s 5ms/step18373/29929 ━━━━━━━━━━━━━━━━━━━━ 59s 5ms/step18383/29929 ━━━━━━━━━━━━━━━━━━━━ 59s 5ms/step18393/29929 ━━━━━━━━━━━━━━━━━━━━ 59s 5ms/step18403/29929 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━━━━━━━━━━━━━━━━━━━━ 58s 5ms/step18633/29929 ━━━━━━━━━━━━━━━━━━━━ 58s 5ms/step18643/29929 ━━━━━━━━━━━━━━━━━━━━ 58s 5ms/step18653/29929 ━━━━━━━━━━━━━━━━━━━━ 58s 5ms/step18663/29929 ━━━━━━━━━━━━━━━━━━━━ 58s 5ms/step18673/29929 ━━━━━━━━━━━━━━━━━━━━ 58s 5ms/step18683/29929 ━━━━━━━━━━━━━━━━━━━━ 58s 5ms/step18693/29929 ━━━━━━━━━━━━━━━━━━━━ 58s 5ms/step18703/29929 ━━━━━━━━━━━━━━━━━━━━ 58s 5ms/step18713/29929 ━━━━━━━━━━━━━━━━━━━━ 58s 5ms/step18723/29929 ━━━━━━━━━━━━━━━━━━━━ 58s 5ms/step18733/29929 ━━━━━━━━━━━━━━━━━━━━ 57s 5ms/step18744/29929 ━━━━━━━━━━━━━━━━━━━━ 57s 5ms/step18754/29929 ━━━━━━━━━━━━━━━━━━━━ 57s 5ms/step18764/29929 ━━━━━━━━━━━━━━━━━━━━ 57s 5ms/step18775/29929 ━━━━━━━━━━━━━━━━━━━━ 57s 5ms/step18785/29929 ━━━━━━━━━━━━━━━━━━━━ 57s 5ms/step18795/29929 ━━━━━━━━━━━━━━━━━━━━ 57s 5ms/step18805/29929 ━━━━━━━━━━━━━━━━━━━━ 57s 5ms/step18815/29929 ━━━━━━━━━━━━━━━━━━━━ 57s 5ms/step18825/29929 ━━━━━━━━━━━━━━━━━━━━ 57s 5ms/step18835/29929 ━━━━━━━━━━━━━━━━━━━━ 57s 5ms/step18845/29929 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━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21504/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21514/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21524/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21534/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21544/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21554/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21564/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21574/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21584/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21594/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21604/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21614/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21624/29929 ━━━━━━━━━━━━━━━━━━━━ 43s 5ms/step21634/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21644/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21654/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21664/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21674/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21684/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21694/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21704/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21714/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21724/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21734/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21744/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21754/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21764/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21774/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21784/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21794/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21804/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21814/29929 ━━━━━━━━━━━━━━━━━━━━ 42s 5ms/step21824/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21834/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21844/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21854/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21864/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21874/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21884/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21894/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21904/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21914/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21924/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21934/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21944/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21954/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21963/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21973/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21983/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step21993/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step22003/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step22013/29929 ━━━━━━━━━━━━━━━━━━━━ 41s 5ms/step22023/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22033/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22043/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22053/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22063/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22073/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22083/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22093/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22103/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22113/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22123/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22133/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22143/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22153/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22163/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22173/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22183/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22193/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22203/29929 ━━━━━━━━━━━━━━━━━━━━ 40s 5ms/step22213/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22223/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22233/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22243/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22253/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22263/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22273/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22284/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22295/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22306/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22317/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22327/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22337/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22347/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22357/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22367/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22377/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22387/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22397/29929 ━━━━━━━━━━━━━━━━━━━━ 39s 5ms/step22407/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22417/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22427/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22437/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22447/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22457/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22467/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22477/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22487/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22497/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22507/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22517/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22527/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22537/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22547/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22557/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22567/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22577/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22587/29929 ━━━━━━━━━━━━━━━━━━━━ 38s 5ms/step22597/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22607/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22617/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22627/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22637/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22647/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22657/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22667/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22677/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22687/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22697/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22707/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22717/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22727/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22737/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22747/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22757/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22767/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22777/29929 ━━━━━━━━━━━━━━━━━━━━ 37s 5ms/step22787/29929 ━━━━━━━━━━━━━━━━━━━━ 36s 5ms/step22797/29929 ━━━━━━━━━━━━━━━━━━━━ 36s 5ms/step22807/29929 ━━━━━━━━━━━━━━━━━━━━ 36s 5ms/step22817/29929 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━━━━━━━━━━━━━━━━━━━━ 12s 5ms/step27521/29929 ━━━━━━━━━━━━━━━━━━━━ 12s 5ms/step27531/29929 ━━━━━━━━━━━━━━━━━━━━ 12s 5ms/step27541/29929 ━━━━━━━━━━━━━━━━━━━━ 12s 5ms/step27551/29929 ━━━━━━━━━━━━━━━━━━━━ 12s 5ms/step27561/29929 ━━━━━━━━━━━━━━━━━━━━ 12s 5ms/step27571/29929 ━━━━━━━━━━━━━━━━━━━━ 12s 5ms/step27581/29929 ━━━━━━━━━━━━━━━━━━━━ 12s 5ms/step27591/29929 ━━━━━━━━━━━━━━━━━━━━ 12s 5ms/step27601/29929 ━━━━━━━━━━━━━━━━━━━━ 12s 5ms/step27611/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27621/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27631/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27641/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27651/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27661/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27671/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27681/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27692/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27703/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27714/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27724/29929 ━━━━━━━━━━━━━━━━━━━━ 11s 5ms/step27734/29929 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━━━━━━━━━━━━━━━━━━━━ 10s 5ms/step27974/29929 ━━━━━━━━━━━━━━━━━━━━ 10s 5ms/step27984/29929 ━━━━━━━━━━━━━━━━━━━━ 10s 5ms/step27995/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step 28006/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28017/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28028/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28038/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28048/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28058/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28068/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28078/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28088/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28098/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28108/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28118/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28128/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28138/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28148/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28158/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28168/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28178/29929 ━━━━━━━━━━━━━━━━━━━━ 9s 5ms/step28188/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28198/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28209/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28220/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28231/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28242/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28252/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28262/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28272/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28282/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28292/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28302/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28312/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28322/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28332/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28342/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28352/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28362/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28372/29929 ━━━━━━━━━━━━━━━━━━━━ 8s 5ms/step28382/29929 ━━━━━━━━━━━━━━━━━━━━ 7s 5ms/step28392/29929 ━━━━━━━━━━━━━━━━━━━━ 7s 5ms/step28402/29929 ━━━━━━━━━━━━━━━━━━━━ 7s 5ms/step28412/29929 ━━━━━━━━━━━━━━━━━━━━ 7s 5ms/step28423/29929 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━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29361/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29371/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29382/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29392/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29402/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29412/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29422/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29432/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29443/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29453/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29463/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29473/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29483/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29493/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29503/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29513/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29523/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29533/29929 ━━━━━━━━━━━━━━━━━━━━ 2s 5ms/step29543/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29553/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29563/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29573/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29583/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29594/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29604/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29614/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29624/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29634/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29645/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29655/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29666/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29676/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29686/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29696/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29706/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29716/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29726/29929 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step29736/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29746/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29756/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29766/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29776/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29786/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29796/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29806/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29816/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29826/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29836/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29846/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29856/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29867/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29878/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29888/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29899/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29910/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29921/29929 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step29929/29929 ━━━━━━━━━━━━━━━━━━━━ 155s 5ms/step
index |
panel_id |
|
---|---|---|
0 |
0 |
21eaa57c-be8c-4910-962d-9188af2433b7 |
1 |
1 |
8909eed0-8fb0-463e-9762-54a0b4f6787e |
2 |
2 |
b0b78410-5f5e-4fe5-a57c-4d7bfba50880 |
3 |
3 |
109e6639-2b7b-4988-bfd0-a417a6020893 |
4 |
4 |
8f9e9bbd-fb67-4366-adaa-20caf38fe463 |
The generate_ID
method from the Panel
class is designed to generate
a common identifier across multiple repeated cross sections. In our
case, creating an ID for observations in the left and right datasets can
be seen as a special case with two periods. Importantly, the relation
parameter enables the method to handle various types of relationships
between the observations in left and right (such as 1:1
, 1:m
, m:1
,
and m:m
). Additionally, the panel_var
parameter specifies the name
of the variable that will store these common identifiers.
df = pd.merge(
df,
result,
left_index=True,
right_on='index',
validate='1:1'
)
df = df.sort_values(['panel_id', 'side', 'company_id']).reset_index(drop=True)
# Prepare selection to be viewed
selected_ids = ['1e87fc75b4', '0008e07878']
columns_to_show = [
'panel_id',
'company_id',
'side',
'company_name',
'city',
'purpose',
]
df_selection= df[df['company_id'].isin(selected_ids)][columns_to_show]
df_selection
panel_id |
company_id |
side |
company_name |
city |
purpose |
|
---|---|---|---|---|---|---|
161 |
21eaa57c-be8c-4910-962d-9188af2433b7 |
1e87fc75b4 |
left |
GLÜCKAUF-, ACTIEN-GESELLSCHAFT FÜR BRAUNKOHLEN… |
LICHTENAU |
ABBAU VON BRAUNKOHLENLAGERN U. BRIKETTFABRIKAT… |
162 |
21eaa57c-be8c-4910-962d-9188af2433b7 |
0008e07878 |
right |
„GLÜCKAUF-’, ACT.-GES. FÜR BRAUNKOHLEN-VERWERT… |
ABBAU VON BRAUNKOHLENLAGERN U. BRIKETTFABRIKAT… |
Repeated Cross-Sections (Panel ID)
The method demonstrated above can be generalized to generate common identifiers across multiple repeated cross sections, not just the two in our example above (left and right). The same underlying logic applies regardless of the number of cross sections (i.e., periods), ensuring a consistent and unified ID generation process across your entire dataset.