Monday, 20 May 2019

Creating a PostgreSQL Database Using Python

In this post I will demonstrate how to:
  • Install PostgreSQL to your PC (Windows 10).
  • Download data from the internet using Pandas.
  • Create a database, table and a user.
  • Load data onto the Postgres database and downloading data to Pandas.
This post is a demonstration of the final project of Postgres for Data Engineers by Dataquest - link. This course teaches you the basics of how to interact with a PostgreSQL database using Python (basic to intermediate Python knowledge is assumed).

Installing PostgreSQL to Your PC

Before we start, make sure you have admininstrator privilege to your PC. After downloading the installer from download Postgres for Windows , right click on the installer, and click "run as administrator". Go through the installation process and keep port number as 5432.

Note: In Dataquest, they suggested using BigSQL's distribution of Postgres but I encountered lots of trouble with that so I am sticking to EnterpriseDB's distribution.


 After successfully installing PostgreSQL, install psycopg2 library to Python:
pip install psycopg2
conda install psycopg2

For the subsequent steps, please follow the Jupyter Notebook below:

Postgres for Data Engineers Project - Storing Tropical Storm Data

Create A Database, Table and User

Connect to Postgres

By default, the superuser is called postgres and a default database called postgres is created after installation. Password is also not required.
Autocommit is set to True so that we can execute the CREATE DATABASE statement - otherwise it would result in an error.
In [1]:
import psycopg2
conn = psycopg2.connect(dbname = 'postgres',user = 'postgres')
conn.autocommit = True
cur = conn.cursor()

Loading the data

Instead of using csv, io, and urllib libraries to download the csv file, I am just going to use pandas.read_csv as it only takes one line of code and the data are readily summarisable.
In [2]:
import pandas as pd
df = pd.read_csv('https://dq-content.s3.amazonaws.com/251/storm_data.csv')
df.head()
Out[2]:
FID YEAR MONTH DAY AD_TIME BTID NAME LAT LONG WIND_KTS PRESSURE CAT BASIN Shape_Leng
0 2001 1957 8 8 1800Z 63 NOTNAMED 22.5 -140.0 50 0 TS Eastern Pacific 1.140175
1 2002 1961 10 3 1200Z 116 PAULINE 22.1 -140.2 45 0 TS Eastern Pacific 1.166190
2 2003 1962 8 29 0600Z 124 C 18.0 -140.0 45 0 TS Eastern Pacific 2.102380
3 2004 1967 7 14 0600Z 168 DENISE 16.6 -139.5 45 0 TS Eastern Pacific 2.121320
4 2005 1972 8 16 1200Z 251 DIANA 18.5 -139.8 70 0 H1 Eastern Pacific 1.702939
Before we create the database and a table to store our data, we need to inspect our data to see what sort of columns and datatypes we need to use. We also need to clean up the data for any errors or formatting issues.
In [3]:
df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 59228 entries, 0 to 59227
Data columns (total 14 columns):
FID           59228 non-null int64
YEAR          59228 non-null int64
MONTH         59228 non-null int64
DAY           59228 non-null int64
AD_TIME       59228 non-null object
BTID          59228 non-null int64
NAME          59228 non-null object
LAT           59228 non-null float64
LONG          59228 non-null float64
WIND_KTS      59228 non-null int64
PRESSURE      59228 non-null int64
CAT           59228 non-null object
BASIN         59228 non-null object
Shape_Leng    59228 non-null float64
dtypes: float64(3), int64(7), object(4)
memory usage: 6.3+ MB
In [4]:
df.describe()
Out[4]:
FID YEAR MONTH DAY BTID LAT LONG WIND_KTS PRESSURE Shape_Leng
count 59228.000000 59228.000000 59228.000000 59228.000000 59228.000000 59228.000000 59228.000000 59228.000000 59228.000000 59228.000000
mean 29614.500000 1957.194874 8.540521 15.867326 648.398899 23.526400 -83.196863 54.726802 372.336800 1.201987
std 17097.795209 41.665792 1.364174 8.793432 372.376803 9.464955 37.282152 25.133577 480.562974 0.834497
min 1.000000 1851.000000 1.000000 1.000000 1.000000 4.200000 -180.000000 10.000000 0.000000 0.000000
25% 14807.750000 1928.000000 8.000000 8.000000 344.000000 16.100000 -108.500000 35.000000 0.000000 0.707107
50% 29614.500000 1970.000000 9.000000 16.000000 606.000000 21.200000 -81.200000 50.000000 0.000000 1.029563
75% 44421.250000 1991.000000 9.000000 23.000000 920.000000 29.600000 -62.200000 70.000000 990.000000 1.431782
max 59228.000000 2008.000000 12.000000 31.000000 1410.000000 69.000000 180.000000 165.000000 1024.000000 11.180340
Since .describe only summaries the numerical columns of our data, we need to use some tricks to grab the charater limits of string/object columns: AD_TIME , NAME , BASIN
In [5]:
print('Max length of AD.TIME: ',df.AD_TIME.map(lambda x: len(x)).max())

Max length of AD.TIME:  5
In [6]:
print('Max length of NAME: ',df.NAME.map(lambda x: len(x)).max())

Max length of NAME:  9
In [7]:
print('Max length of BASIN: ',df.BASIN.map(lambda x: len(x)).max())

Max length of BASIN:  15

Getting Rid of the 'Z' in AD_TIME

In [8]:
df['AD_TIME'] = df['AD_TIME'].apply(lambda x: x[:4])

Lowercase Column Names

In [9]:
df.rename(str.lower, axis = 'columns', inplace=True) 
df.head()
Out[9]:
fid year month day ad_time btid name lat long wind_kts pressure cat basin shape_leng
0 2001 1957 8 8 1800 63 NOTNAMED 22.5 -140.0 50 0 TS Eastern Pacific 1.140175
1 2002 1961 10 3 1200 116 PAULINE 22.1 -140.2 45 0 TS Eastern Pacific 1.166190
2 2003 1962 8 29 0600 124 C 18.0 -140.0 45 0 TS Eastern Pacific 2.102380
3 2004 1967 7 14 0600 168 DENISE 16.6 -139.5 45 0 TS Eastern Pacific 2.121320
4 2005 1972 8 16 1200 251 DIANA 18.5 -139.8 70 0 H1 Eastern Pacific 1.702939

Combine YEAR, MONTH, DAY and AD_TIME columns

In [10]:
df['hour'] = df['ad_time'].apply(lambda x:x[:2])
df['minute'] = df['ad_time'].apply(lambda x:x[2:])
                                       
#Create the datetime object for date_time using to_datetime()                                     
df['date_time'] = pd.to_datetime(dict(year = df.year,month=df.month,day=df.day,hour=df.hour,minute=df.minute))
df.head()
Out[10]:
fid year month day ad_time btid name lat long wind_kts pressure cat basin shape_leng hour minute date_time
0 2001 1957 8 8 1800 63 NOTNAMED 22.5 -140.0 50 0 TS Eastern Pacific 1.140175 18 00 1957-08-08 18:00:00
1 2002 1961 10 3 1200 116 PAULINE 22.1 -140.2 45 0 TS Eastern Pacific 1.166190 12 00 1961-10-03 12:00:00
2 2003 1962 8 29 0600 124 C 18.0 -140.0 45 0 TS Eastern Pacific 2.102380 06 00 1962-08-29 06:00:00
3 2004 1967 7 14 0600 168 DENISE 16.6 -139.5 45 0 TS Eastern Pacific 2.121320 06 00 1967-07-14 06:00:00
4 2005 1972 8 16 1200 251 DIANA 18.5 -139.8 70 0 H1 Eastern Pacific 1.702939 12 00 1972-08-16 12:00:00

Dropping Extra Columns

In [11]:
df.drop(['year','month','day','ad_time','hour','minute'], axis =1, inplace = True)
df.head()
Out[11]:
fid btid name lat long wind_kts pressure cat basin shape_leng date_time
0 2001 63 NOTNAMED 22.5 -140.0 50 0 TS Eastern Pacific 1.140175 1957-08-08 18:00:00
1 2002 116 PAULINE 22.1 -140.2 45 0 TS Eastern Pacific 1.166190 1961-10-03 12:00:00
2 2003 124 C 18.0 -140.0 45 0 TS Eastern Pacific 2.102380 1962-08-29 06:00:00
3 2004 168 DENISE 16.6 -139.5 45 0 TS Eastern Pacific 2.121320 1967-07-14 06:00:00
4 2005 251 DIANA 18.5 -139.8 70 0 H1 Eastern Pacific 1.702939 1972-08-16 12:00:00

Rearrange Columns

We want to rearrange our columns so that the match the original
In [12]:
df = df[['fid','date_time','btid','name','lat','long','wind_kts','pressure','cat','basin','shape_leng']]
df.head()
Out[12]:
fid date_time btid name lat long wind_kts pressure cat basin shape_leng
0 2001 1957-08-08 18:00:00 63 NOTNAMED 22.5 -140.0 50 0 TS Eastern Pacific 1.140175
1 2002 1961-10-03 12:00:00 116 PAULINE 22.1 -140.2 45 0 TS Eastern Pacific 1.166190
2 2003 1962-08-29 06:00:00 124 C 18.0 -140.0 45 0 TS Eastern Pacific 2.102380
3 2004 1967-07-14 06:00:00 168 DENISE 16.6 -139.5 45 0 TS Eastern Pacific 2.121320
4 2005 1972-08-16 12:00:00 251 DIANA 18.5 -139.8 70 0 H1 Eastern Pacific 1.702939

Create a Database, Table and a User

Create the Database ihw

In [13]:
cur.execute('CREATE DATABASE ihw')

Create the table

We need to create a table with the right set of datatypes. The table needs to contain the following fields:
fid - ID for the row integer
{year - Recorded year
month - Recorded month
day - Recorded date
ad_time - Recorded time in UTC } - To combine together as timestamp(postgres)
btid - Hurricane ID smallint
name - Name of the hurricane varchar(16)
lat - Latitude of the recorded location decimal(3,1) (because all the data are based in North America)
long - Longitude of the recorded location decimal(4,1)
wind_kts - Wind speed in knots per second smallint
pressure - Atmospheric pressure of the hurricane smallint
cat - Hurricane category varchar(2)
basin - The basin the hurricane is located varchar(9)
shape_leng - Hurricane shape length decimal(8,6)
In [14]:
# Reset connection to the new database 'ihw'
conn = psycopg2.connect(dbname = 'ihw',user = 'postgres')
conn.autocommit = True
cur = conn.cursor()
In [15]:
sql = """CREATE TABLE storm_data(
fid integer PRIMARY KEY,
date_time TIMESTAMP,
btid smallint,
name varchar(9),
lat decimal(3,1),
long decimal(4,1),
wind_kts smallint,
pressure smallint,
cat varchar(2),
basin varchar(15),
shape_leng decimal(8,6)
)
"""
cur.execute(sql)
Let's have a look at the resulting table
In [16]:
cur.execute('SELECT * FROM storm_data')
colnames = [desc[0] for desc in cur.description]
In [17]:
colnames
Out[17]:
['fid',
 'date_time',
 'btid',
 'name',
 'lat',
 'long',
 'wind_kts',
 'pressure',
 'cat',
 'basin',
 'shape_leng']

Creating a User

This user need to be able to update, read, and insert into the table
In [18]:
# create a user call dr_storm with password 'cyclone101'
cur.execute("CREATE USER dr_storm with PASSWORD 'cyclone101'")

# revoke all privileges on storm_data from dr_storm as default setting
cur.execute("REVOKE ALL ON storm_data FROM dr_storm")

# granting update, read(select), and insert on storm_data to dr_storm
cur.execute("GRANT UPDATE ON storm_data to dr_storm")
cur.execute("GRANT SELECT ON storm_data to dr_storm")
cur.execute("GRANT INSERT ON storm_data to dr_storm")

conn.commit()

Reconnect to the Database with dr_storm

In [19]:
# close existing connection
conn.close()

# reconnect with dr_storm
conn = psycopg2.connect(dbname = 'ihw',user = 'dr_storm',password = 'cyclone101')
cur = conn.cursor()

Load data onto the Postgres database and downloading data to Pandas

Inserting the Data to Postgres table (as dr_storm)

To properly insert the data to Postgres, we first need to make them iterative for psycopg2. A good way to do this is to convert the data from a Pandas dataframe to a list:
In [20]:
data_values = df.values.tolist()
data_values
Out[20]:
[[2001,
  Timestamp('1957-08-08 18:00:00'),
  63,
  'NOTNAMED',
  22.5,
  -140.0,
  50,
  0,
  'TS',
  'Eastern Pacific',
  1.140175],
 [2002,
  Timestamp('1961-10-03 12:00:00'),
  116,
  'PAULINE',
  22.1,
  -140.2,
  45,
  0,
  'TS',
  'Eastern Pacific',
  1.16619],
 [2003,
  Timestamp('1962-08-29 06:00:00'),
  124,
  'C',
  18.0,
  -140.0,
  45,
  0,
  'TS',
  'Eastern Pacific',
  2.10238],
 [2004,
  Timestamp('1967-07-14 06:00:00'),
  168,
  'DENISE',
  16.6,
  -139.5,
  45,
  0,
  'TS',
  'Eastern Pacific',
  2.12132],
 [2005,
  Timestamp('1972-08-16 12:00:00'),
  251,
  'DIANA',
  18.5,
  -139.8,
  70,
  0,
  'H1',
  'Eastern Pacific',
  1.702939],
 [2006,
  Timestamp('1976-07-22 00:00:00'),
  312,
  'DIANA',
  18.6,
  -139.8,
  30,
  0,
  'TD',
  'Eastern Pacific',
  1.6],
 [2007,
  Timestamp('1978-08-26 12:00:00'),
  342,
  'KRISTY',
  21.4,
  -140.2,
  45,
  0,
  'TS',
  'Eastern Pacific',
  1.3038399999999999],
 [2008,
  Timestamp('1980-09-24 18:00:00'),
  371,
  'KAY',
  20.5,
  -140.2,
  75,
  0,
  'H1',
  'Eastern Pacific',
  1.220656],
 [2009,
  Timestamp('1970-08-23 00:00:00'),
  223,
  'MAGGIE',
  14.9,
  -139.4,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.921954],
 [2010,
  Timestamp('1981-08-21 00:00:00'),
  381,
  'GREG',
  18.7,
  -140.2,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.921954],
 [2011,
  Timestamp('1970-08-23 06:00:00'),
  223,
  'MAGGIE',
  15.1,
  -140.3,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.921954],
 [2012,
  Timestamp('1981-09-18 12:00:00'),
  384,
  'JOVA',
  19.7,
  -140.0,
  60,
  0,
  'TS',
  'Eastern Pacific',
  1.746425],
 [2013,
  Timestamp('1971-07-10 06:00:00'),
  233,
  'DENISE',
  14.0,
  -135.7,
  100,
  0,
  'H3',
  'Eastern Pacific',
  1.676305],
 [2014,
  Timestamp('1982-07-16 12:00:00'),
  393,
  'DANIEL',
  18.1,
  -140.0,
  35,
  0,
  'TS',
  'Eastern Pacific',
  1.627882],
 [2015,
  Timestamp('1984-07-03 18:00:00'),
  437,
  'DOUGLAS',
  18.1,
  -140.0,
  30,
  0,
  'TD',
  'Eastern Pacific',
  1.315295],
 [2016,
  Timestamp('1988-08-09 00:00:00'),
  522,
  'HECTOR',
  18.6,
  -140.0,
  40,
  1005,
  'TS',
  'Eastern Pacific',
  1.403567],
 [2017,
  Timestamp('1971-07-10 12:00:00'),
  233,
  'DENISE',
  14.5,
  -137.3,
  100,
  0,
  'H3',
  'Eastern Pacific',
  1.9313209999999998],
 [2018,
  Timestamp('1989-07-21 00:00:00'),
  534,
  'ERICK',
  17.2,
  -139.5,
  30,
  1012,
  'TD',
  'Eastern Pacific',
  2.745906],
 [2019,
  Timestamp('1972-08-11 12:00:00'),
  250,
  'CELESTE',
  15.4,
  -137.5,
  75,
  0,
  'H1',
  'Eastern Pacific',
  0.8944270000000001],
 [2020,
  Timestamp('1992-07-24 06:00:00'),
  590,
  'GEORGETTE',
  17.5,
  -139.4,
  30,
  1007,
  'TD',
  'Eastern Pacific',
  2.10238],
 [2021,
  Timestamp('1972-08-11 18:00:00'),
  250,
  'CELESTE',
  15.0,
  -138.3,
  75,
  0,
  'H1',
  'Eastern Pacific',
  0.806226],
 [2022,
  Timestamp('1992-09-12 06:00:00'),
  598,
  'ORLENE',
  22.6,
  -140.0,
  40,
  1002,
  'TS',
  'Eastern Pacific',
  1.513275],
 [2023,
  Timestamp('1992-10-22 06:00:00'),
  607,
  'YOLANDA',
  16.2,
  -140.2,
  25,
  1011,
  'TD',
  'Eastern Pacific',
  1.6],
 [2024,
  Timestamp('1972-08-12 00:00:00'),
  250,
  'CELESTE',
  14.6,
  -139.0,
  80,
  0,
  'H1',
  'Eastern Pacific',
  0.806226],
 [2025,
  Timestamp('1993-07-22 18:00:00'),
  613,
  'EUGENE',
  19.2,
  -139.8,
  40,
  997,
  'TS',
  'Eastern Pacific',
  2.22036],
 [2026,
  Timestamp('1972-08-12 06:00:00'),
  250,
  'CELESTE',
  14.2,
  -139.7,
  80,
  0,
  'H1',
  'Eastern Pacific',
  0.806226],
 [2027,
  Timestamp('1972-08-12 12:00:00'),
  250,
  'CELESTE',
  13.8,
  -140.4,
  85,
  0,
  'H2',
  'Eastern Pacific',
  1.0198040000000002],
 [2028,
  Timestamp('1993-08-14 06:00:00'),
  615,
  'FERNANDA',
  18.3,
  -139.6,
  85,
  973,
  'H2',
  'Eastern Pacific',
  1.627882],
 [2029,
  Timestamp('1972-08-12 18:00:00'),
  250,
  'CELESTE',
  13.6,
  -141.4,
  85,
  0,
  'H2',
  'Eastern Pacific',
  1.204159],
 [2030,
  Timestamp('1994-08-31 06:00:00'),
  635,
  'KRISTY',
  16.2,
  -139.8,
  60,
  992,
  'TS',
  'Eastern Pacific',
  1.5033299999999998],
 [2031,
  Timestamp('1972-08-13 00:00:00'),
  250,
  'CELESTE',
  13.5,
  -142.6,
  85,
  0,
  'H2',
  'Eastern Pacific',
  1.315295],
 [2032,
  Timestamp('1994-09-10 00:00:00'),
  636,
  'LANE',
  21.4,
  -140.0,
  25,
  1010,
  'TD',
  'Eastern Pacific',
  1.403567],
 [2033,
  Timestamp('1997-07-11 18:00:00'),
  666,
  'DOLORES',
  21.0,
  -140.0,
  30,
  1008,
  'TD',
  'Eastern Pacific',
  1.442221],
 [2034,
  Timestamp('1973-10-06 00:00:00'),
  272,
  'KATHERINE',
  14.6,
  -136.0,
  50,
  0,
  'TS',
  'Eastern Pacific',
  1.334166],
 [2035,
  Timestamp('1973-10-06 06:00:00'),
  272,
  'KATHERINE',
  14.3,
  -137.3,
  45,
  0,
  'TS',
  'Eastern Pacific',
  1.4317819999999999],
 [2036,
  Timestamp('1999-08-14 00:00:00'),
  698,
  'DORA',
  15.5,
  -139.7,
  100,
  960,
  'H3',
  'Eastern Pacific',
  2.0],
 [2037,
  Timestamp('1973-10-06 12:00:00'),
  272,
  'KATHERINE',
  14.0,
  -138.7,
  45,
  0,
  'TS',
  'Eastern Pacific',
  1.4317819999999999],
 [2038,
  Timestamp('2000-07-28 18:00:00'),
  708,
  'DANIEL',
  17.5,
  -139.6,
  90,
  968,
  'H2',
  'Eastern Pacific',
  1.7720049999999998],
 [2039,
  Timestamp('1973-10-06 18:00:00'),
  272,
  'KATHERINE',
  13.7,
  -140.1,
  45,
  0,
  'TS',
  'Eastern Pacific',
  1.529706],
 [2040,
  Timestamp('2001-06-22 18:00:00'),
  724,
  'BARBARA',
  16.8,
  -140.1,
  30,
  1006,
  'TD',
  'Eastern Pacific',
  1.208305],
 [2041,
  Timestamp('1973-10-07 00:00:00'),
  272,
  'KATHERINE',
  13.4,
  -141.6,
  40,
  0,
  'TS',
  'Eastern Pacific',
  0.806226],
 [2042,
  Timestamp('1973-10-07 06:00:00'),
  272,
  'KATHERINE',
  13.3,
  -142.4,
  40,
  0,
  'TS',
  'Eastern Pacific',
  0.905539],
 [2043,
  Timestamp('2001-10-23 18:00:00'),
  736,
  'NARDA',
  16.3,
  -139.6,
  35,
  1002,
  'TS',
  'Eastern Pacific',
  1.603122],
 [2044,
  Timestamp('1974-08-23 00:00:00'),
  282,
  'IONE',
  12.4,
  -135.6,
  30,
  0,
  'TD',
  'Eastern Pacific',
  1.004988],
 [2045,
  Timestamp('2003-08-12 18:00:00'),
  759,
  'GUILLERMO',
  16.3,
  -139.8,
  25,
  1008,
  'L',
  'Eastern Pacific',
  1.7117240000000002],
 [2046,
  Timestamp('1974-08-23 06:00:00'),
  282,
  'IONE',
  12.3,
  -136.6,
  30,
  0,
  'TD',
  'Eastern Pacific',
  1.004988],
 [2047,
  Timestamp('2003-08-30 06:00:00'),
  762,
  'JIMENA',
  17.3,
  -139.8,
  85,
  973,
  'H2',
  'Eastern Pacific',
  1.5],
 [2048,
  Timestamp('1974-08-23 12:00:00'),
  282,
  'IONE',
  12.4,
  -137.6,
  30,
  0,
  'TD',
  'Eastern Pacific',
  0.806226],
 [2049,
  Timestamp('2004-09-02 12:00:00'),
  775,
  'GEORGETTE',
  21.7,
  -140.2,
  15,
  1011,
  'L',
  'Eastern Pacific',
  1.615549],
 [2050,
  Timestamp('1974-08-23 18:00:00'),
  282,
  'IONE',
  12.5,
  -138.4,
  65,
  0,
  'H1',
  'Eastern Pacific',
  0.921954],
 [2051,
  Timestamp('2006-07-16 18:00:00'),
  797,
  'BUD',
  23.0,
  -139.8,
  20,
  1012,
  'L',
  'Eastern Pacific',
  1.5811389999999999],
 [2052,
  Timestamp('1974-08-24 00:00:00'),
  282,
  'IONE',
  12.7,
  -139.3,
  75,
  0,
  'H1',
  'Eastern Pacific',
  0.8246209999999999],
 [2053,
  Timestamp('2008-07-21 00:00:00'),
  830,
  'ELIDA',
  16.9,
  -140.0,
  25,
  1009,
  'L',
  'Eastern Pacific',
  1.513275],
 [2054,
  Timestamp('1974-08-24 06:00:00'),
  282,
  'IONE',
  12.9,
  -140.1,
  100,
  0,
  'H3',
  'Eastern Pacific',
  0.9486829999999999],
 [2055,
  Timestamp('1950-08-29 18:00:00'),
  12,
  'NOTNAMED',
  19.1,
  -140.3,
  75,
  0,
  'H1',
  'Eastern Pacific',
  0.8246209999999999],
 [2056,
  Timestamp('1974-08-24 12:00:00'),
  282,
  'IONE',
  13.2,
  -141.0,
  90,
  0,
  'H2',
  'Eastern Pacific',
  0.632456],
 [2057,
  Timestamp('1950-08-30 00:00:00'),
  12,
  'NOTNAMED',
  19.3,
  -141.1,
  75,
  0,
  'H1',
  'Eastern Pacific',
  0.921954],
 [2058,
  Timestamp('1974-08-24 18:00:00'),
  282,
  'IONE',
  13.4,
  -141.6,
  90,
  0,
  'H2',
  'Eastern Pacific',
  0.5],
 [2059,
  Timestamp('1950-08-30 06:00:00'),
  12,
  'NOTNAMED',
  19.5,
  -142.0,
  75,
  0,
  'H1',
  'Eastern Pacific',
  1.0198040000000002],
 [2060,
  Timestamp('1974-08-25 00:00:00'),
  282,
  'IONE',
  13.7,
  -142.0,
  90,
  0,
  'H2',
  'Eastern Pacific',
  0.5],
 [2061,
  Timestamp('1957-07-23 06:00:00'),
  62,
  'KANOA',
  17.9,
  -140.5,
  75,
  0,
  'H1',
  'Eastern Pacific',
  1.3038399999999999],
 [2062,
  Timestamp('1957-07-23 12:00:00'),
  62,
  'KANOA',
  18.0,
  -141.8,
  75,
  0,
  'H1',
  'Eastern Pacific',
  1.140175],
 [2063,
  Timestamp('1974-08-25 06:00:00'),
  282,
  'IONE',
  14.0,
  -142.4,
  90,
  0,
  'H2',
  'Eastern Pacific',
  0.583095],
 [2064,
  Timestamp('1974-08-25 12:00:00'),
  282,
  'IONE',
  14.3,
  -142.9,
  90,
  0,
  'H2',
  'Eastern Pacific',
  0.565685],
 [2065,
  Timestamp('1957-07-23 18:00:00'),
  62,
  'KANOA',
  18.3,
  -142.9,
  75,
  0,
  'H1',
  'Eastern Pacific',
  1.140175],
 [2066,
  Timestamp('1957-09-09 12:00:00'),
  66,
  'NOTNAMED',
  15.8,
  -140.5,
  45,
  0,
  'TS',
  'Eastern Pacific',
  1.118034],
 [2067,
  Timestamp('1974-10-23 00:00:00'),
  291,
  'ROSALIE',
  13.5,
  -136.0,
  35,
  0,
  'TS',
  'Eastern Pacific',
  0.583095],
 [2068,
  Timestamp('1957-09-09 18:00:00'),
  66,
  'NOTNAMED',
  16.3,
  -141.5,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.984886],
 [2069,
  Timestamp('1974-10-23 06:00:00'),
  291,
  'ROSALIE',
  13.2,
  -136.5,
  35,
  0,
  'TS',
  'Eastern Pacific',
  0.538516],
 [2070,
  Timestamp('1974-10-23 12:00:00'),
  291,
  'ROSALIE',
  13.0,
  -137.0,
  35,
  0,
  'TS',
  'Eastern Pacific',
  1.004988],
 [2071,
  Timestamp('1957-09-10 00:00:00'),
  66,
  'NOTNAMED',
  16.7,
  -142.4,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.67082],
 [2072,
  Timestamp('1974-10-23 18:00:00'),
  291,
  'ROSALIE',
  12.9,
  -138.0,
  25,
  0,
  'TD',
  'Eastern Pacific',
  1.004988],
 [2073,
  Timestamp('1957-09-10 06:00:00'),
  66,
  'NOTNAMED',
  17.0,
  -143.0,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.583095],
 [2074,
  Timestamp('1976-07-18 18:00:00'),
  311,
  'CELESTE',
  12.5,
  -135.7,
  25,
  0,
  'TD',
  'Eastern Pacific',
  2.256103],
 [2075,
  Timestamp('1959-08-01 18:00:00'),
  93,
  'DOT',
  15.7,
  -141.2,
  60,
  0,
  'TS',
  'Eastern Pacific',
  0.608276],
 [2076,
  Timestamp('1959-08-02 00:00:00'),
  93,
  'DOT',
  15.8,
  -141.8,
  90,
  0,
  'H2',
  'Eastern Pacific',
  1.104536],
 [2077,
  Timestamp('1976-07-19 00:00:00'),
  311,
  'CELESTE',
  13.0,
  -137.9,
  25,
  0,
  'TD',
  'Eastern Pacific',
  1.236932],
 [2078,
  Timestamp('1959-08-02 06:00:00'),
  93,
  'DOT',
  15.7,
  -142.9,
  100,
  0,
  'H3',
  'Eastern Pacific',
  1.104536],
 [2079,
  Timestamp('1976-07-19 06:00:00'),
  311,
  'CELESTE',
  13.3,
  -139.1,
  25,
  0,
  'TD',
  'Eastern Pacific',
  0.44721400000000006],
 [2080,
  Timestamp('1962-08-29 12:00:00'),
  124,
  'C',
  17.9,
  -142.1,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.806226],
 [2081,
  Timestamp('1976-07-29 06:00:00'),
  314,
  'FERNANDA',
  12.1,
  -136.3,
  35,
  0,
  'TS',
  'Eastern Pacific',
  0.7],
 [2082,
  Timestamp('1962-08-29 18:00:00'),
  124,
  'C',
  17.8,
  -142.9,
  45,
  0,
  'TS',
  'Eastern Pacific',
  1.104536],
 [2083,
  Timestamp('1976-07-29 12:00:00'),
  314,
  'FERNANDA',
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  -137.0,
  35,
  0,
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  'Eastern Pacific',
  0.632456],
 [2084,
  Timestamp('1976-07-29 18:00:00'),
  314,
  'FERNANDA',
  12.3,
  -137.6,
  30,
  0,
  'TD',
  'Eastern Pacific',
  0.632456],
 [2085,
  Timestamp('1966-08-12 12:00:00'),
  154,
  'CONNIE',
  17.6,
  -140.8,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.905539],
 [2086,
  Timestamp('1976-07-30 00:00:00'),
  314,
  'FERNANDA',
  12.5,
  -138.2,
  30,
  0,
  'TD',
  'Eastern Pacific',
  0.9486829999999999],
 [2087,
  Timestamp('1966-08-12 18:00:00'),
  154,
  'CONNIE',
  17.7,
  -141.7,
  45,
  0,
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  'Eastern Pacific',
  0.905539],
 [2088,
  Timestamp('1966-08-13 00:00:00'),
  154,
  'CONNIE',
  17.8,
  -142.6,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.7],
 [2089,
  Timestamp('1976-07-30 06:00:00'),
  314,
  'FERNANDA',
  12.8,
  -139.1,
  30,
  0,
  'TD',
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  0.9486829999999999],
 [2090,
  Timestamp('1967-07-14 12:00:00'),
  168,
  'DENISE',
  16.3,
  -141.6,
  45,
  0,
  'TS',
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  2.4083189999999997],
 [2091,
  Timestamp('1967-10-29 06:00:00'),
  181,
  'RAMONA',
  15.8,
  -140.5,
  25,
  0,
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  0.608276],
 [2092,
  Timestamp('1976-07-30 12:00:00'),
  314,
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  -140.0,
  30,
  0,
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  1.204159],
 [2093,
  Timestamp('1976-07-30 18:00:00'),
  314,
  'FERNANDA',
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  -141.2,
  30,
  0,
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  1.403567],
 [2094,
  Timestamp('1967-10-29 12:00:00'),
  181,
  'RAMONA',
  15.9,
  -141.1,
  25,
  0,
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  0.8],
 [2095,
  Timestamp('1967-10-29 18:00:00'),
  181,
  'RAMONA',
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  -141.9,
  45,
  0,
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  0.7071069999999999],
 [2096,
  Timestamp('1976-07-31 00:00:00'),
  314,
  'FERNANDA',
  13.3,
  -142.6,
  30,
  0,
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  1.5033299999999998],
 [2097,
  Timestamp('1967-10-30 00:00:00'),
  181,
  'RAMONA',
  16.0,
  -142.6,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.412311],
 [2098,
  Timestamp('1976-09-22 00:00:00'),
  320,
  'KATE',
  13.4,
  -141.1,
  30,
  0,
  'TD',
  'Eastern Pacific',
  0.282843],
 [2099,
  Timestamp('1967-10-30 06:00:00'),
  181,
  'RAMONA',
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  -143.0,
  45,
  0,
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  0.316228],
 [2100,
  Timestamp('1976-09-22 06:00:00'),
  320,
  'KATE',
  13.6,
  -141.3,
  30,
  0,
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  0.316228],
 [2101,
  Timestamp('1968-09-02 06:00:00'),
  192,
  'KATHLEEN',
  15.5,
  -141.9,
  25,
  0,
  'TD',
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  1.077033],
 [2102,
  Timestamp('1976-09-22 12:00:00'),
  320,
  'KATE',
  13.7,
  -141.6,
  30,
  0,
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  0.22360700000000003],
 [2103,
  Timestamp('1968-09-02 12:00:00'),
  192,
  'KATHLEEN',
  15.9,
  -142.9,
  25,
  0,
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 [2104,
  Timestamp('1976-09-22 18:00:00'),
  320,
  'KATE',
  13.9,
  -141.7,
  30,
  0,
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  0.22360700000000003],
 [2105,
  Timestamp('1970-08-27 00:00:00'),
  222,
  'LORRAINE',
  20.0,
  -141.0,
  25,
  0,
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  1.1],
 [2106,
  Timestamp('1976-09-23 00:00:00'),
  320,
  'KATE',
  14.0,
  -141.9,
  35,
  0,
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  'Eastern Pacific',
  0.141421],
 [2107,
  Timestamp('1970-08-27 06:00:00'),
  222,
  'LORRAINE',
  20.0,
  -142.1,
  25,
  0,
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  1.0],
 [2108,
  Timestamp('1976-09-23 06:00:00'),
  320,
  'KATE',
  14.1,
  -141.8,
  35,
  0,
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  0.1],
 [2109,
  Timestamp('1976-09-23 12:00:00'),
  320,
  'KATE',
  14.2,
  -141.8,
  40,
  0,
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  0.141421],
 [2110,
  Timestamp('1970-08-23 12:00:00'),
  223,
  'MAGGIE',
  15.3,
  -141.2,
  45,
  0,
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  1.529706],
 [2111,
  Timestamp('1976-09-23 18:00:00'),
  320,
  'KATE',
  14.3,
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  45,
  0,
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  0.141421],
 [2112,
  Timestamp('1970-08-23 18:00:00'),
  223,
  'MAGGIE',
  15.6,
  -142.7,
  45,
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 [2113,
  Timestamp('1976-09-24 00:00:00'),
  320,
  'KATE',
  14.4,
  -142.0,
  45,
  0,
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  0.1],
 [2114,
  Timestamp('1971-07-11 00:00:00'),
  233,
  'DENISE',
  16.0,
  -140.8,
  95,
  0,
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  1.208305],
 [2115,
  Timestamp('1976-09-24 06:00:00'),
  320,
  'KATE',
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 [2116,
  Timestamp('1976-09-24 12:00:00'),
  320,
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  60,
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 [2117,
  Timestamp('1976-09-24 18:00:00'),
  320,
  'KATE',
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  -142.3,
  65,
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  0.141421],
 [2118,
  Timestamp('1971-07-11 06:00:00'),
  233,
  'DENISE',
  16.5,
  -141.9,
  95,
  0,
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  1.118034],
 [2119,
  Timestamp('1976-09-25 00:00:00'),
  320,
  'KATE',
  14.1,
  -142.4,
  70,
  0,
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  0.4],
 [2120,
  Timestamp('1971-07-11 12:00:00'),
  233,
  'DENISE',
  17.0,
  -142.9,
  90,
  0,
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  1.029563],
 [2121,
  Timestamp('1976-09-25 06:00:00'),
  320,
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  -142.8,
  70,
  0,
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 [2122,
  Timestamp('1971-08-06 12:00:00'),
  237,
  'HILARY',
  19.8,
  -140.9,
  45,
  0,
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  0.72111],
 [2123,
  Timestamp('1976-09-25 12:00:00'),
  320,
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  70,
  0,
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  0.22360700000000003],
 [2124,
  Timestamp('1978-08-23 06:00:00'),
  341,
  'JOHN',
  15.4,
  -138.2,
  60,
  0,
  'TS',
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  1.2],
 [2125,
  Timestamp('1971-08-06 18:00:00'),
  237,
  'HILARY',
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  -141.5,
  25,
  0,
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 [2126,
  Timestamp('1978-08-19 00:00:00'),
  343,
  'LANE',
  13.2,
  -135.8,
  30,
  0,
  'TD',
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  1.004988],
 [2127,
  Timestamp('1972-08-16 18:00:00'),
  251,
  'DIANA',
  18.4,
  -141.5,
  60,
  0,
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 [2128,
  Timestamp('1978-08-19 06:00:00'),
  343,
  'LANE',
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  -136.8,
  30,
  0,
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 [2129,
  Timestamp('1972-08-27 00:00:00'),
  253,
  'FERNANDA',
  19.8,
  -140.4,
  50,
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  1.5033299999999998],
 [2130,
  Timestamp('1978-08-19 12:00:00'),
  343,
  'LANE',
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  -137.9,
  30,
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 [2131,
  Timestamp('1972-08-27 06:00:00'),
  253,
  'FERNANDA',
  19.9,
  -141.9,
  45,
  0,
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 [2132,
  Timestamp('1978-08-19 18:00:00'),
  343,
  'LANE',
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  -139.0,
  35,
  0,
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  1.063015],
 [2133,
  Timestamp('1973-07-25 18:00:00'),
  265,
  'DOREEN',
  16.3,
  -140.4,
  55,
  0,
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 [2134,
  Timestamp('1978-08-20 00:00:00'),
  343,
  'LANE',
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  45,
  0,
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  1.315295],
 [2135,
  Timestamp('1973-07-26 00:00:00'),
  265,
  'DOREEN',
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  -141.3,
  50,
  0,
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 [2136,
  Timestamp('1978-08-20 06:00:00'),
  343,
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  45,
  0,
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 [2137,
  Timestamp('1973-07-26 06:00:00'),
  265,
  'DOREEN',
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  -142.5,
  50,
  0,
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  1.204159],
 [2138,
  Timestamp('1974-08-27 00:00:00'),
  282,
  'IONE',
  18.3,
  -143.4,
  70,
  0,
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 [2139,
  Timestamp('1978-08-20 12:00:00'),
  343,
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  45,
  0,
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 [2140,
  Timestamp('1974-08-27 06:00:00'),
  282,
  'IONE',
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  70,
  0,
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 [2141,
  Timestamp('1978-08-27 06:00:00'),
  344,
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  0,
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 [2142,
  Timestamp('1974-10-16 12:00:00'),
  290,
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  25,
  0,
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 [2143,
  Timestamp('1978-08-27 12:00:00'),
  344,
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  0,
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 [2144,
  Timestamp('1974-10-16 18:00:00'),
  290,
  'PATRICIA',
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  25,
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 [2145,
  Timestamp('1978-08-27 18:00:00'),
  344,
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  35,
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 [2146,
  Timestamp('1976-07-22 06:00:00'),
  312,
  'DIANA',
  18.6,
  -141.4,
  30,
  0,
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 [2147,
  Timestamp('1978-08-28 00:00:00'),
  344,
  'MIRIAM',
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 [2148,
  Timestamp('1978-07-17 18:00:00'),
  337,
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 [2149,
  Timestamp('1978-08-28 06:00:00'),
  344,
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 [2150,
  Timestamp('1982-07-12 12:00:00'),
  394,
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  30,
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 [2151,
  Timestamp('1978-07-18 00:00:00'),
  337,
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 [2152,
  Timestamp('1982-07-12 18:00:00'),
  394,
  'EMILIA',
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 [2153,
  Timestamp('1978-08-23 18:00:00'),
  341,
  'JOHN',
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  0,
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 [2253,
  Timestamp('1988-07-31 12:00:00'),
  521,
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  -141.8,
  25,
  1009,
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 [2254,
  Timestamp('1988-08-09 06:00:00'),
  522,
  'HECTOR',
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  1005,
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 [2255,
  Timestamp('2006-08-22 06:00:00'),
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 [2256,
  Timestamp('2006-08-22 12:00:00'),
  803,
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 [2257,
  Timestamp('1988-08-09 12:00:00'),
  522,
  'HECTOR',
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  30,
  1011,
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 [2258,
  Timestamp('2006-08-22 18:00:00'),
  803,
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  35,
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 [2259,
  Timestamp('1990-09-14 18:00:00'),
  560,
  'MARIE',
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  -140.8,
  100,
  960,
  'H3',
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 [2260,
  Timestamp('2006-08-23 00:00:00'),
  803,
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  30,
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 [2261,
  Timestamp('2006-08-23 06:00:00'),
  803,
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  30,
  1009,
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 [2262,
  Timestamp('1990-09-15 00:00:00'),
  560,
  'MARIE',
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  100,
  960,
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 [2263,
  Timestamp('1990-09-15 06:00:00'),
  560,
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  100,
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 [2264,
  Timestamp('2006-08-23 12:00:00'),
  803,
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  25,
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 [2265,
  Timestamp('1990-10-01 00:00:00'),
  563,
  'POLO',
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  -140.3,
  45,
  1000,
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 [2266,
  Timestamp('1950-08-28 00:00:00'),
  12,
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  75,
  0,
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 [2267,
  Timestamp('1990-10-01 06:00:00'),
  563,
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  40,
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 [2268,
  Timestamp('1950-08-28 06:00:00'),
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  75,
  0,
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 [2269,
  Timestamp('1990-10-01 12:00:00'),
  563,
  'POLO',
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  30,
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 [2270,
  Timestamp('1950-08-28 12:00:00'),
  12,
  'NOTNAMED',
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  75,
  0,
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 [2271,
  Timestamp('1991-08-05 06:00:00'),
  573,
  'FEFA',
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  -140.3,
  85,
  972,
  'H2',
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 [2272,
  Timestamp('1950-08-28 18:00:00'),
  12,
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  75,
  0,
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 [2273,
  Timestamp('1950-08-29 00:00:00'),
  12,
  'NOTNAMED',
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  75,
  0,
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 [2274,
  Timestamp('1991-08-05 12:00:00'),
  573,
  'FEFA',
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  -142.0,
  80,
  975,
  'H1',
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  1.204159],
 [2275,
  Timestamp('1950-08-29 06:00:00'),
  12,
  'NOTNAMED',
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  -138.8,
  75,
  0,
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  0.806226],
 [2276,
  Timestamp('1992-07-24 12:00:00'),
  590,
  'GEORGETTE',
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  -141.5,
  30,
  1008,
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 [2277,
  Timestamp('1950-08-29 12:00:00'),
  12,
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  -139.6,
  75,
  0,
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 [2278,
  Timestamp('1992-08-08 00:00:00'),
  593,
  'JAVIER',
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  -140.8,
  40,
  1003,
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  1.802776],
 [2279,
  Timestamp('1954-09-06 06:00:00'),
  38,
  'NOTNAMED',
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  -135.9,
  45,
  0,
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  0.608276],
 [2280,
  Timestamp('1992-08-08 06:00:00'),
  593,
  'JAVIER',
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  -142.6,
  40,
  1004,
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  1.603122],
 [2281,
  Timestamp('1954-09-06 12:00:00'),
  38,
  'NOTNAMED',
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  -136.0,
  45,
  0,
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  0.860233],
 [2282,
  Timestamp('1992-09-24 12:00:00'),
  601,
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  -140.5,
  60,
  992,
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  1.403567],
 [2283,
  Timestamp('1957-07-22 06:00:00'),
  62,
  'KANOA',
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  -135.9,
  75,
  0,
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  1.216553],
 [2284,
  Timestamp('1992-09-24 18:00:00'),
  601,
  'ROSLYN',
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  -141.9,
  55,
  994,
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 [2285,
  Timestamp('1957-07-22 12:00:00'),
  62,
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  75,
  0,
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 [2286,
  Timestamp('1957-07-22 18:00:00'),
  62,
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  -138.2,
  75,
  0,
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 [2287,
  Timestamp('1993-07-20 00:00:00'),
  612,
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  -140.6,
  25,
  1010,
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 [2288,
  Timestamp('1957-07-23 00:00:00'),
  62,
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  75,
  0,
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 [2289,
  Timestamp('1993-07-20 06:00:00'),
  612,
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  25,
  1010,
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 [2290,
  Timestamp('1957-09-09 06:00:00'),
  66,
  'NOTNAMED',
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  45,
  0,
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 [2291,
  Timestamp('1993-07-23 00:00:00'),
  613,
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  35,
  1000,
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 [2292,
  Timestamp('1958-07-20 18:00:00'),
  77,
  'NOTNAMED',
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  75,
  0,
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 [2293,
  Timestamp('1993-08-14 12:00:00'),
  615,
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  -141.2,
  80,
  976,
  'H1',
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 [2294,
  Timestamp('1958-07-21 00:00:00'),
  77,
  'NOTNAMED',
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  75,
  0,
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 [2295,
  Timestamp('1994-07-22 06:00:00'),
  629,
  'FABIO',
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  -140.9,
  25,
  1008,
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 [2296,
  Timestamp('1958-07-21 06:00:00'),
  77,
  'NOTNAMED',
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  0,
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 [2297,
  Timestamp('1959-07-20 12:00:00'),
  90,
  'NOTNAMED',
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  45,
  0,
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 [2298,
  Timestamp('1994-08-31 12:00:00'),
  635,
  'KRISTY',
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  65,
  0,
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 [2299,
  Timestamp('1959-07-20 18:00:00'),
  90,
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  45,
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 [2300,
  Timestamp('1994-08-31 18:00:00'),
  635,
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  85,
  0,
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 [2301,
  Timestamp('1959-07-21 00:00:00'),
  90,
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 [2302,
  Timestamp('1995-07-17 00:00:00'),
  645,
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 [2303,
  Timestamp('1959-07-21 06:00:00'),
  90,
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 [2304,
  Timestamp('1995-07-17 06:00:00'),
  645,
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 [2305,
  Timestamp('1959-07-21 12:00:00'),
  90,
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 [2306,
  Timestamp('1995-07-17 12:00:00'),
  645,
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 [2307,
  Timestamp('1959-07-21 18:00:00'),
  90,
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 [2308,
  Timestamp('1997-07-21 12:00:00'),
  668,
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  55,
  990,
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 [2309,
  Timestamp('1997-08-29 18:00:00'),
  672,
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  30,
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 [2310,
  Timestamp('1962-08-29 00:00:00'),
  124,
  'C',
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  45,
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 [2311,
  Timestamp('1998-07-29 06:00:00'),
  685,
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  65,
  990,
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 [2312,
  Timestamp('1963-09-14 12:00:00'),
  134,
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  45,
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 [2313,
  Timestamp('1998-07-29 12:00:00'),
  685,
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 [2314,
  Timestamp('1963-09-14 18:00:00'),
  134,
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 [2315,
  Timestamp('1966-08-11 06:00:00'),
  154,
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 [2316,
  Timestamp('1998-08-06 18:00:00'),
  686,
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 [2317,
  Timestamp('1966-08-11 12:00:00'),
  154,
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 [2318,
  Timestamp('1998-08-07 00:00:00'),
  686,
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 [2319,
  Timestamp('1999-08-14 06:00:00'),
  698,
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  75,
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 [2320,
  Timestamp('1966-08-11 18:00:00'),
  154,
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 [2321,
  Timestamp('1966-08-12 00:00:00'),
  154,
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 [2322,
  Timestamp('2000-07-29 00:00:00'),
  708,
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 [2323,
  Timestamp('1966-08-12 06:00:00'),
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 [2324,
  Timestamp('2000-08-31 06:00:00'),
  715,
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 [2325,
  Timestamp('1967-07-13 18:00:00'),
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 [2326,
  Timestamp('2000-08-31 12:00:00'),
  715,
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 [2327,
  Timestamp('1967-07-14 00:00:00'),
  168,
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 [2328,
  Timestamp('2000-08-31 18:00:00'),
  715,
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 [2329,
  Timestamp('1967-07-16 18:00:00'),
  169,
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 [2330,
  Timestamp('2000-09-01 00:00:00'),
  715,
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 [2331,
  Timestamp('1967-07-17 00:00:00'),
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 [2332,
  Timestamp('2000-09-01 06:00:00'),
  715,
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 [2333,
  Timestamp('1967-07-17 06:00:00'),
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 [2334,
  Timestamp('2001-06-23 00:00:00'),
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 [2335,
  Timestamp('1967-07-17 12:00:00'),
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 [2336,
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 [2337,
  Timestamp('2001-06-23 06:00:00'),
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 [2338,
  Timestamp('1967-10-28 12:00:00'),
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 [2339,
  Timestamp('1967-10-28 18:00:00'),
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 [2340,
  Timestamp('2001-10-24 00:00:00'),
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 [2341,
  Timestamp('1967-10-29 00:00:00'),
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 [2342,
  Timestamp('2001-10-24 06:00:00'),
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 [2343,
  Timestamp('2003-07-24 00:00:00'),
  758,
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 [2344,
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 [2345,
  Timestamp('1968-08-12 18:00:00'),
  187,
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 [2346,
  Timestamp('2003-07-24 06:00:00'),
  758,
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 [2347,
  Timestamp('1968-08-13 00:00:00'),
  187,
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 [2348,
  Timestamp('2003-08-30 12:00:00'),
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 [2349,
  Timestamp('2004-08-01 00:00:00'),
  772,
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 [2350,
  Timestamp('1969-07-23 06:00:00'),
  203,
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  Timestamp('2004-08-21 18:00:00'),
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  60,
  990,
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 [2352,
  Timestamp('1970-08-25 18:00:00'),
  222,
  'LORRAINE',
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  45,
  0,
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 [2353,
  Timestamp('2004-08-22 00:00:00'),
  773,
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  55,
  995,
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 [2354,
  Timestamp('1970-08-26 00:00:00'),
  222,
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 [2355,
  Timestamp('2004-08-22 06:00:00'),
  773,
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  50,
  996,
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 [2356,
  Timestamp('1970-08-26 06:00:00'),
  222,
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 [2357,
  Timestamp('2004-08-22 12:00:00'),
  773,
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  35,
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 [2358,
  Timestamp('1970-08-26 12:00:00'),
  222,
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  45,
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 [2359,
  Timestamp('1970-08-26 18:00:00'),
  222,
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  25,
  0,
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 [2360,
  Timestamp('2004-08-22 18:00:00'),
  773,
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  35,
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 [2361,
  Timestamp('1971-07-10 18:00:00'),
  233,
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  100,
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 [2362,
  Timestamp('2005-09-19 18:00:00'),
  790,
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  105,
  955,
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 [2363,
  Timestamp('2005-09-27 18:00:00'),
  791,
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 [2364,
  Timestamp('1971-08-05 00:00:00'),
  237,
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 [2365,
  Timestamp('2006-07-24 12:00:00'),
  799,
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  80,
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 [2366,
  Timestamp('1971-08-05 06:00:00'),
  237,
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  45,
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 [2367,
  Timestamp('2006-07-24 18:00:00'),
  799,
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  75,
  985,
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 [2368,
  Timestamp('1971-08-05 12:00:00'),
  237,
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  45,
  0,
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 [2369,
  Timestamp('2006-07-25 00:00:00'),
  799,
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  65,
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 [2370,
  Timestamp('1971-08-05 18:00:00'),
  237,
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 [2371,
  Timestamp('2006-07-25 06:00:00'),
  799,
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  55,
  999,
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 [2372,
  Timestamp('1971-08-06 00:00:00'),
  237,
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  45,
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 [2373,
  Timestamp('2006-07-25 12:00:00'),
  799,
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  45,
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 [2374,
  Timestamp('1971-08-06 06:00:00'),
  237,
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  45,
  0,
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 [2375,
  Timestamp('2006-07-25 18:00:00'),
  799,
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  35,
  1004,
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 [2376,
  Timestamp('1972-08-11 06:00:00'),
  250,
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  70,
  0,
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 [2377,
  Timestamp('2006-07-26 00:00:00'),
  799,
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  30,
  1006,
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 [2378,
  Timestamp('1972-08-15 18:00:00'),
  251,
  'DIANA',
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  70,
  0,
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 [2379,
  Timestamp('2006-07-26 06:00:00'),
  799,
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  30,
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 [2380,
  Timestamp('1972-08-16 00:00:00'),
  251,
  'DIANA',
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  70,
  0,
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 [2381,
  Timestamp('2006-07-26 12:00:00'),
  799,
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  1009,
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 [2382,
  Timestamp('1972-08-16 06:00:00'),
  251,
  'DIANA',
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  70,
  0,
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 [2383,
  Timestamp('2008-07-21 06:00:00'),
  830,
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  -141.5,
  25,
  1009,
  'L',
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 [2384,
  Timestamp('1972-08-26 06:00:00'),
  253,
  'FERNANDA',
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  65,
  0,
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 [2385,
  Timestamp('2008-08-14 18:00:00'),
  834,
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  25,
  1008,
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 [2386,
  Timestamp('1972-08-26 12:00:00'),
  253,
  'FERNANDA',
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  60,
  0,
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 [2387,
  Timestamp('1972-08-26 18:00:00'),
  253,
  'FERNANDA',
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  -139.0,
  60,
  0,
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 [2388,
  Timestamp('1973-07-24 12:00:00'),
  265,
  'DOREEN',
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  -135.7,
  65,
  0,
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 [2389,
  Timestamp('2008-08-15 00:00:00'),
  834,
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  25,
  1008,
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 [2390,
  Timestamp('1973-07-24 18:00:00'),
  265,
  'DOREEN',
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  -136.9,
  65,
  0,
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 [2391,
  Timestamp('2008-08-15 06:00:00'),
  834,
  'HERNAN',
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  -142.8,
  25,
  1008,
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 [2392,
  Timestamp('1954-09-08 00:00:00'),
  38,
  'NOTNAMED',
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  -140.3,
  45,
  0,
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 [2393,
  Timestamp('1973-07-25 00:00:00'),
  265,
  'DOREEN',
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  -138.0,
  70,
  0,
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 [2394,
  Timestamp('1954-09-08 06:00:00'),
  38,
  'NOTNAMED',
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  -141.4,
  45,
  0,
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 [2395,
  Timestamp('1973-07-25 06:00:00'),
  265,
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  -138.7,
  70,
  0,
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 [2396,
  Timestamp('1973-07-25 12:00:00'),
  265,
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  -139.5,
  60,
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 [2397,
  Timestamp('1954-09-08 12:00:00'),
  38,
  'NOTNAMED',
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  -142.7,
  45,
  0,
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  1.6552950000000002],
 [2398,
  Timestamp('1957-08-09 00:00:00'),
  63,
  'NOTNAMED',
  22.8,
  -141.1,
  50,
  0,
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  2.10238],
 [2399,
  Timestamp('1961-10-03 18:00:00'),
  116,
  'PAULINE',
  22.7,
  -141.2,
  45,
  0,
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  1.063015],
 [2400,
  Timestamp('1963-09-15 12:00:00'),
  134,
  'IRAH',
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  -141.0,
  25,
  0,
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  1.334166],
 [2401,
  Timestamp('1988-07-31 00:00:00'),
  521,
  'GILMA',
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  -139.9,
  30,
  1008,
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  0.67082],
 [2402,
  Timestamp('1988-08-08 06:00:00'),
  522,
  'HECTOR',
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  60,
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 [2403,
  Timestamp('1988-08-08 12:00:00'),
  522,
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  55,
  994,
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 [2404,
  Timestamp('1988-08-08 18:00:00'),
  522,
  'HECTOR',
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  45,
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 [2405,
  Timestamp('1989-07-20 18:00:00'),
  534,
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  30,
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 [2406,
  Timestamp('1989-08-17 12:00:00'),
  537,
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 [2407,
  Timestamp('1989-08-17 18:00:00'),
  537,
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 [2408,
  Timestamp('1989-08-24 06:00:00'),
  538,
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  35,
  1000,
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 [2409,
  Timestamp('1989-08-24 12:00:00'),
  538,
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 [2410,
  Timestamp('1989-08-24 18:00:00'),
  538,
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 [2411,
  Timestamp('1989-08-25 00:00:00'),
  538,
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  25,
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 [2412,
  Timestamp('1989-08-25 06:00:00'),
  538,
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  25,
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 [2413,
  Timestamp('1990-08-24 06:00:00'),
  557,
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  30,
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 [2414,
  Timestamp('1990-08-24 12:00:00'),
  557,
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  30,
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 [2415,
  Timestamp('1990-08-30 00:00:00'),
  558,
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 [2416,
  Timestamp('1990-08-30 06:00:00'),
  558,
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  25,
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 [2417,
  Timestamp('1990-09-12 12:00:00'),
  560,
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  90,
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 [2418,
  Timestamp('1990-09-12 18:00:00'),
  560,
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 [2419,
  Timestamp('1990-09-13 00:00:00'),
  560,
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 [2420,
  Timestamp('1990-09-13 06:00:00'),
  560,
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 [2421,
  Timestamp('1990-09-13 12:00:00'),
  560,
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 [2422,
  Timestamp('1990-09-13 18:00:00'),
  560,
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 [2423,
  Timestamp('1990-09-14 00:00:00'),
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 [2424,
  Timestamp('1990-09-14 06:00:00'),
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 [2425,
  Timestamp('1990-09-14 12:00:00'),
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 [2426,
  Timestamp('1990-09-30 12:00:00'),
  563,
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 [2427,
  Timestamp('1990-09-30 18:00:00'),
  563,
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 [2428,
  Timestamp('1991-07-20 12:00:00'),
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 [2429,
  Timestamp('1991-07-20 18:00:00'),
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 [2430,
  Timestamp('1991-07-21 00:00:00'),
  572,
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 [2431,
  Timestamp('1991-07-21 06:00:00'),
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 [2432,
  Timestamp('1991-07-21 12:00:00'),
  572,
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 [2433,
  Timestamp('1991-08-04 12:00:00'),
  573,
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 [2434,
  Timestamp('1991-08-04 18:00:00'),
  573,
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 [2435,
  Timestamp('1991-08-05 00:00:00'),
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 [2436,
  Timestamp('1963-09-15 18:00:00'),
  134,
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 [2437,
  Timestamp('1991-10-08 00:00:00'),
  578,
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 [2438,
  Timestamp('1966-08-07 18:00:00'),
  153,
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 [2439,
  Timestamp('1991-10-08 06:00:00'),
  578,
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 [2440,
  Timestamp('1966-08-08 00:00:00'),
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 [2441,
  Timestamp('1991-10-08 12:00:00'),
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 [2442,
  Timestamp('1991-10-08 18:00:00'),
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 [2443,
  Timestamp('1997-08-29 00:00:00'),
  672,
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 [2444,
  Timestamp('1967-07-18 00:00:00'),
  169,
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 [2445,
  Timestamp('1991-10-09 00:00:00'),
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 [2446,
  Timestamp('1997-08-29 06:00:00'),
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 [2447,
  Timestamp('1967-07-18 06:00:00'),
  169,
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 [2448,
  Timestamp('1991-10-09 06:00:00'),
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 [2450,
  Timestamp('1992-07-23 18:00:00'),
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 [2451,
  Timestamp('1968-08-13 18:00:00'),
  187,
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  Timestamp('1974-10-15 12:00:00'),
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 [2453,
  Timestamp('1992-07-24 00:00:00'),
  590,
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 [2454,
  Timestamp('1998-07-28 12:00:00'),
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 [2455,
  Timestamp('1992-08-07 06:00:00'),
  593,
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 [2456,
  Timestamp('1992-08-07 12:00:00'),
  593,
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 [2457,
  Timestamp('1992-08-07 18:00:00'),
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 [2458,
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 [2459,
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 [2460,
  Timestamp('1992-08-22 06:00:00'),
  594,
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 [2461,
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  446,
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 [2462,
  Timestamp('1992-08-22 12:00:00'),
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 [2463,
  Timestamp('1992-08-30 06:00:00'),
  596,
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 [2464,
  Timestamp('1994-08-20 06:00:00'),
  634,
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 [2465,
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 [2466,
  Timestamp('1984-08-25 12:00:00'),
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 [2467,
  Timestamp('1998-07-28 18:00:00'),
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 [2468,
  Timestamp('1994-08-20 12:00:00'),
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 [2469,
  Timestamp('1974-10-16 00:00:00'),
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  Timestamp('1998-07-29 00:00:00'),
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 [2471,
  Timestamp('1974-10-16 06:00:00'),
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 [2472,
  Timestamp('1994-08-20 18:00:00'),
  634,
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 [2473,
  Timestamp('1984-08-25 18:00:00'),
  446,
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 [2474,
  Timestamp('1968-08-14 12:00:00'),
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 [2475,
  Timestamp('1994-08-21 00:00:00'),
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 [2476,
  Timestamp('1976-07-21 12:00:00'),
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 [2477,
  Timestamp('1998-08-06 00:00:00'),
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 [2478,
  Timestamp('1984-08-26 00:00:00'),
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 [2479,
  Timestamp('1968-08-14 18:00:00'),
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 [2480,
  Timestamp('1984-08-26 06:00:00'),
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 [2481,
  Timestamp('1994-08-21 06:00:00'),
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 [2482,
  Timestamp('1976-07-21 18:00:00'),
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 [2483,
  Timestamp('1998-08-06 06:00:00'),
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 [2484,
  Timestamp('1976-08-14 18:00:00'),
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 [2485,
  Timestamp('1984-08-26 12:00:00'),
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 [2486,
  Timestamp('1976-08-13 18:00:00'),
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 [2487,
  Timestamp('1994-09-20 12:00:00'),
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 [2488,
  Timestamp('1984-08-26 18:00:00'),
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 [2489,
  Timestamp('1998-08-06 12:00:00'),
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 [2490,
  Timestamp('1992-08-30 12:00:00'),
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 [2491,
  Timestamp('1976-08-14 00:00:00'),
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 [2492,
  Timestamp('1976-08-15 00:00:00'),
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 [2493,
  Timestamp('1994-09-20 18:00:00'),
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 [2494,
  Timestamp('1984-08-27 00:00:00'),
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 [2495,
  Timestamp('1999-08-13 12:00:00'),
  698,
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 [2496,
  Timestamp('1992-08-30 18:00:00'),
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 [2497,
  Timestamp('1978-08-26 18:00:00'),
  342,
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 [2498,
  Timestamp('1994-09-21 00:00:00'),
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 [2499,
  Timestamp('1999-08-13 18:00:00'),
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 [2500,
  Timestamp('1994-09-21 06:00:00'),
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 [2501,
  Timestamp('1980-09-25 00:00:00'),
  371,
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 [2502,
  Timestamp('1985-06-30 12:00:00'),
  459,
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 [2503,
  Timestamp('1978-07-03 12:00:00'),
  335,
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 [2504,
  Timestamp('1992-09-23 12:00:00'),
  601,
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 [2505,
  Timestamp('1978-07-17 00:00:00'),
  337,
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 [2506,
  Timestamp('1985-06-30 18:00:00'),
  459,
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 [2507,
  Timestamp('1980-09-25 06:00:00'),
  371,
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 [2508,
  Timestamp('2000-07-28 06:00:00'),
  708,
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 [2509,
  Timestamp('1997-08-27 12:00:00'),
  672,
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 [2510,
  Timestamp('1985-07-01 00:00:00'),
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 [2511,
  Timestamp('1980-09-25 12:00:00'),
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 [2512,
  Timestamp('1978-07-17 06:00:00'),
  337,
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 [2513,
  Timestamp('2000-07-28 12:00:00'),
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 [2514,
  Timestamp('1997-08-27 18:00:00'),
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 [2515,
  Timestamp('1992-09-23 18:00:00'),
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 [2516,
  Timestamp('1985-07-01 06:00:00'),
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 [2517,
  Timestamp('1978-07-17 12:00:00'),
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 [2518,
  Timestamp('1992-09-24 00:00:00'),
  601,
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 [2519,
  Timestamp('1997-09-15 00:00:00'),
  676,
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 [2520,
  Timestamp('1980-09-25 18:00:00'),
  371,
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 [2521,
  Timestamp('2000-08-28 18:00:00'),
  715,
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 [2522,
  Timestamp('1992-09-24 06:00:00'),
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 [2523,
  Timestamp('2000-08-29 00:00:00'),
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 [2524,
  Timestamp('1980-09-26 00:00:00'),
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 [2525,
  Timestamp('1997-09-15 06:00:00'),
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 [2526,
  Timestamp('1978-08-22 18:00:00'),
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 [2527,
  Timestamp('1985-07-01 12:00:00'),
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 [2528,
  Timestamp('1992-10-21 06:00:00'),
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 [2529,
  Timestamp('1980-09-26 06:00:00'),
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 [2530,
  Timestamp('2000-08-29 06:00:00'),
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 [2531,
  Timestamp('1978-08-23 00:00:00'),
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 [2532,
  Timestamp('1985-07-01 18:00:00'),
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 [2533,
  Timestamp('1997-09-15 12:00:00'),
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 [2534,
  Timestamp('1980-09-26 12:00:00'),
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 [2535,
  Timestamp('1997-09-15 18:00:00'),
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 [2536,
  Timestamp('1985-07-02 00:00:00'),
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 [2537,
  Timestamp('1992-10-21 12:00:00'),
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 [2538,
  Timestamp('2000-08-29 12:00:00'),
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 [2539,
  Timestamp('1978-08-23 12:00:00'),
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  Timestamp('1980-09-26 18:00:00'),
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  Timestamp('1985-07-02 06:00:00'),
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 [2542,
  Timestamp('2000-08-29 18:00:00'),
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 [2543,
  Timestamp('1997-09-16 00:00:00'),
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  Timestamp('1980-09-27 00:00:00'),
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 [2545,
  Timestamp('1978-08-25 12:00:00'),
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 [2546,
  Timestamp('1986-08-02 06:00:00'),
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 [2547,
  Timestamp('1985-07-21 06:00:00'),
  463,
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  0,
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 [2548,
  Timestamp('1997-09-16 06:00:00'),
  676,
  'MARTY',
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  -136.6,
  25,
  1006,
  'TD',
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 [2549,
  Timestamp('1992-10-21 18:00:00'),
  607,
  'YOLANDA',
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  25,
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 [2550,
  Timestamp('1986-08-02 12:00:00'),
  483,
  'FRANK',
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  30,
  0,
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  1.523155],
 [2551,
  Timestamp('1985-07-21 12:00:00'),
  463,
  'IGNACIO',
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  0,
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 [2552,
  Timestamp('2000-08-30 00:00:00'),
  715,
  'JOHN',
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  55,
  997,
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 [2553,
  Timestamp('1978-08-25 18:00:00'),
  342,
  'KRISTY',
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  60,
  0,
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 [2554,
  Timestamp('1999-08-10 12:00:00'),
  699,
  'EUGENE',
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  -135.6,
  85,
  974,
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 [2555,
  Timestamp('1985-07-21 18:00:00'),
  463,
  'IGNACIO',
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  50,
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 [2556,
  Timestamp('1999-08-10 18:00:00'),
  699,
  'EUGENE',
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  974,
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 [2557,
  Timestamp('2000-08-30 06:00:00'),
  715,
  'JOHN',
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  -140.4,
  55,
  996,
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 [2558,
  Timestamp('1991-10-09 12:00:00'),
  578,
  'KEVIN',
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  -141.0,
  65,
  984,
  'H1',
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 [2559,
  Timestamp('1980-09-23 12:00:00'),
  371,
  'KAY',
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  -135.7,
  70,
  0,
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 [2560,
  Timestamp('2000-08-30 12:00:00'),
  715,
  'JOHN',
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  55,
  996,
  'TS',
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 [2561,
  Timestamp('1992-10-22 00:00:00'),
  607,
  'YOLANDA',
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  -138.5,
  25,
  1010,
  'TD',
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 [2562,
  Timestamp('1985-07-22 00:00:00'),
  463,
  'IGNACIO',
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 [2563,
  Timestamp('1993-07-19 00:00:00'),
  612,
  'DORA',
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  -135.6,
  45,
  1000,
  'TS',
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 [2564,
  Timestamp('1980-09-23 18:00:00'),
  371,
  'KAY',
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  -136.8,
  70,
  0,
  'H1',
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 [2565,
  Timestamp('1991-10-09 18:00:00'),
  578,
  'KEVIN',
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  -141.8,
  60,
  988,
  'TS',
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  1.3453620000000002],
 [2566,
  Timestamp('1999-08-11 00:00:00'),
  699,
  'EUGENE',
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  -138.1,
  80,
  977,
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 [2567,
  Timestamp('1985-07-22 06:00:00'),
  463,
  'IGNACIO',
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  60,
  0,
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 [2568,
  Timestamp('2000-08-30 18:00:00'),
  715,
  'JOHN',
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  -140.4,
  60,
  994,
  'TS',
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 [2569,
  Timestamp('1980-09-24 00:00:00'),
  371,
  'KAY',
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  75,
  0,
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 [2570,
  Timestamp('1993-07-19 06:00:00'),
  612,
  'DORA',
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  35,
  1005,
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 [2571,
  Timestamp('1999-08-11 06:00:00'),
  699,
  'EUGENE',
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  -139.3,
  75,
  979,
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 [2572,
  Timestamp('1985-07-22 12:00:00'),
  463,
  'IGNACIO',
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  0,
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 [2573,
  Timestamp('1980-09-24 06:00:00'),
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  'KAY',
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  -138.8,
  80,
  0,
  'H1',
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 [2574,
  Timestamp('1991-10-10 00:00:00'),
  578,
  'KEVIN',
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  -142.7,
  50,
  992,
  'TS',
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  0.44721400000000006],
 [2575,
  Timestamp('2000-08-31 00:00:00'),
  715,
  'JOHN',
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  55,
  996,
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 [2576,
  Timestamp('1999-08-11 12:00:00'),
  699,
  'EUGENE',
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  75,
  980,
  'H1',
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 [2577,
  Timestamp('1993-07-19 12:00:00'),
  612,
  'DORA',
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  30,
  1010,
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 [2578,
  Timestamp('1991-10-10 06:00:00'),
  578,
  'KEVIN',
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  -142.9,
  45,
  996,
  'TS',
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 [2579,
  Timestamp('1980-09-24 12:00:00'),
  371,
  'KAY',
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  0,
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 [2580,
  Timestamp('2001-06-22 00:00:00'),
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  'BARBARA',
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  45,
  1001,
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 [2581,
  Timestamp('1985-07-22 18:00:00'),
  463,
  'IGNACIO',
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  75,
  0,
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 [2582,
  Timestamp('1999-08-11 18:00:00'),
  699,
  'EUGENE',
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  980,
  'H1',
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  1.0198040000000002],
 [2583,
  Timestamp('1981-08-19 12:00:00'),
  381,
  'GREG',
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  40,
  0,
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 [2584,
  Timestamp('1999-08-12 00:00:00'),
  699,
  'EUGENE',
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  985,
  'H1',
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 [2585,
  Timestamp('2001-06-22 06:00:00'),
  724,
  'BARBARA',
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  -137.8,
  40,
  1003,
  'TS',
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 [2586,
  Timestamp('1981-08-19 18:00:00'),
  381,
  'GREG',
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  -137.4,
  40,
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 [2587,
  Timestamp('1985-07-23 00:00:00'),
  463,
  'IGNACIO',
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  -141.6,
  90,
  0,
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 [2588,
  Timestamp('1992-07-22 06:00:00'),
  589,
  'FRANK',
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  45,
  1000,
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 [2589,
  Timestamp('1993-07-19 18:00:00'),
  612,
  'DORA',
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  30,
  1010,
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 [2590,
  Timestamp('1981-08-20 00:00:00'),
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  'GREG',
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  -138.0,
  50,
  0,
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 [2591,
  Timestamp('1993-07-22 00:00:00'),
  613,
  'EUGENE',
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  75,
  981,
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 [2592,
  Timestamp('2000-08-28 06:00:00'),
  715,
  'JOHN',
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 [2593,
  Timestamp('2001-06-22 12:00:00'),
  724,
  'BARBARA',
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  -139.0,
  35,
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 [2594,
  Timestamp('1992-09-12 12:00:00'),
  598,
  'ORLENE',
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 [2595,
  Timestamp('1985-07-23 06:00:00'),
  463,
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  0,
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 [2596,
  Timestamp('2000-08-28 12:00:00'),
  715,
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 [2597,
  Timestamp('2001-09-09 12:00:00'),
  729,
  'GIL',
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  -137.2,
  30,
  1008,
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 [2598,
  Timestamp('1981-08-20 06:00:00'),
  381,
  'GREG',
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  65,
  0,
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  0.632456],
 [2599,
  Timestamp('1993-07-22 06:00:00'),
  613,
  'EUGENE',
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  60,
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 [2600,
  Timestamp('2001-10-23 06:00:00'),
  736,
  'NARDA',
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  -136.4,
  55,
  994,
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 [2601,
  Timestamp('1993-08-28 12:00:00'),
  616,
  'GREG',
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  25,
  1010,
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 [2602,
  Timestamp('1994-09-10 06:00:00'),
  636,
  'LANE',
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  25,
  1010,
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 [2603,
  Timestamp('1981-08-20 12:00:00'),
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  65,
  0,
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 [2604,
  Timestamp('2002-08-22 06:00:00'),
  744,
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  -139.8,
  25,
  1009,
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 [2605,
  Timestamp('1985-07-23 12:00:00'),
  463,
  'IGNACIO',
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  -143.0,
  110,
  0,
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 [2606,
  Timestamp('1981-08-20 18:00:00'),
  381,
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 [2607,
  Timestamp('1993-07-22 12:00:00'),
  613,
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  45,
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 [2608,
  Timestamp('2001-10-23 12:00:00'),
  736,
  'NARDA',
  16.3,
  -138.1,
  40,
  1002,
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 [2609,
  Timestamp('1985-09-08 06:00:00'),
  471,
  'RICK',
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  100,
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 [2610,
  Timestamp('2002-08-22 12:00:00'),
  744,
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  25,
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 [2611,
  Timestamp('1997-07-12 00:00:00'),
  666,
  'DOLORES',
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 [2612,
  Timestamp('2003-07-23 06:00:00'),
  758,
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 [2613,
  Timestamp('1993-08-13 18:00:00'),
  615,
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  95,
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 [2614,
  Timestamp('1986-07-20 18:00:00'),
  482,
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  115,
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 [2615,
  Timestamp('1981-09-17 18:00:00'),
  384,
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 [2616,
  Timestamp('2002-08-22 18:00:00'),
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 [2617,
  Timestamp('2002-10-24 18:00:00'),
  751,
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  30,
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 [2618,
  Timestamp('1993-08-14 00:00:00'),
  615,
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  90,
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 [2619,
  Timestamp('2003-07-23 12:00:00'),
  758,
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 [2620,
  Timestamp('1997-07-12 06:00:00'),
  666,
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  -142.7,
  30,
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 [2621,
  Timestamp('1981-09-18 00:00:00'),
  384,
  'JOVA',
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  65,
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 [2622,
  Timestamp('1986-07-21 00:00:00'),
  482,
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  115,
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 [2623,
  Timestamp('2002-10-25 00:00:00'),
  751,
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  30,
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 [2624,
  Timestamp('2003-07-23 18:00:00'),
  758,
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 [2625,
  Timestamp('1986-08-03 12:00:00'),
  484,
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 [2626,
  Timestamp('1997-08-10 00:00:00'),
  669,
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 [2627,
  Timestamp('2003-08-12 06:00:00'),
  759,
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 [2628,
  Timestamp('1986-08-03 18:00:00'),
  484,
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 [2629,
  Timestamp('1993-08-26 12:00:00'),
  616,
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 [2630,
  Timestamp('2002-10-25 06:00:00'),
  751,
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 [2631,
  Timestamp('1981-09-18 06:00:00'),
  384,
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 [2632,
  Timestamp('1997-08-10 06:00:00'),
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 [2633,
  Timestamp('2002-10-25 12:00:00'),
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 [2634,
  Timestamp('2003-08-12 12:00:00'),
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 [2635,
  Timestamp('1986-08-04 00:00:00'),
  484,
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 [2636,
  Timestamp('1982-07-15 18:00:00'),
  393,
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 [2637,
  Timestamp('1998-08-07 06:00:00'),
  686,
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 [2638,
  Timestamp('2002-10-25 18:00:00'),
  751,
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 [2639,
  Timestamp('2003-08-29 12:00:00'),
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 [2640,
  Timestamp('1982-07-16 00:00:00'),
  393,
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  Timestamp('1986-09-21 00:00:00'),
  492,
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  Timestamp('2002-10-26 00:00:00'),
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 [2644,
  Timestamp('1982-07-16 06:00:00'),
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 [2645,
  Timestamp('1993-08-26 18:00:00'),
  616,
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  'Eastern Pacific',
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 [2646,
  Timestamp('1986-09-21 06:00:00'),
  492,
  'ORLENE',
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  0,
  'TD',
  'Eastern Pacific',
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 [2647,
  Timestamp('2006-07-17 00:00:00'),
  797,
  'BUD',
  23.5,
  -141.3,
  20,
  1013,
  'L',
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 [2648,
  Timestamp('1982-07-29 18:00:00'),
  396,
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  0,
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  'Eastern Pacific',
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 [2649,
  Timestamp('1993-08-27 00:00:00'),
  616,
  'GREG',
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  -136.9,
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  'TS',
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 [2650,
  Timestamp('2002-10-26 06:00:00'),
  751,
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  'Eastern Pacific',
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 [2651,
  Timestamp('2003-08-29 18:00:00'),
  762,
  'JIMENA',
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 [2652,
  Timestamp('1986-09-21 12:00:00'),
  492,
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  0,
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 [2653,
  Timestamp('2003-08-30 00:00:00'),
  762,
  'JIMENA',
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  85,
  973,
  'H2',
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 [2654,
  Timestamp('2006-08-23 18:00:00'),
  803,
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  25,
  1009,
  'L',
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 [2655,
  Timestamp('1993-08-27 06:00:00'),
  616,
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  45,
  1001,
  'TS',
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 [2656,
  Timestamp('1982-07-30 00:00:00'),
  396,
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  -137.5,
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  0,
  'H3',
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 [2657,
  Timestamp('2002-10-26 12:00:00'),
  751,
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  -142.0,
  30,
  1009,
  'TD',
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 [2658,
  Timestamp('1986-09-21 18:00:00'),
  492,
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  -139.5,
  35,
  0,
  'TS',
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  0.640312],
 [2659,
  Timestamp('2006-08-24 00:00:00'),
  803,
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  23.1,
  -142.0,
  25,
  1009,
  'L',
  'Eastern Pacific',
  1.513275],
 [2660,
  Timestamp('1993-08-27 12:00:00'),
  616,
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  -138.1,
  45,
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  'Eastern Pacific',
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 [2661,
  Timestamp('2002-10-26 18:00:00'),
  751,
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  -143.0,
  30,
  1009,
  'TD',
  'Eastern Pacific',
  0.728011],
 [2662,
  Timestamp('1986-09-22 00:00:00'),
  492,
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  -140.0,
  65,
  0,
  'H1',
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  0.67082],
 [2663,
  Timestamp('2004-07-31 06:00:00'),
  772,
  'DARBY',
  18.8,
  -136.0,
  35,
  1002,
  'TS',
  'Eastern Pacific',
  1.3],
 [2664,
  Timestamp('1982-07-30 06:00:00'),
  396,
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  -139.2,
  95,
  0,
  'H2',
  'Eastern Pacific',
  1.7262680000000001],
 [2665,
  Timestamp('1994-06-22 18:00:00'),
  624,
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  -135.4,
  25,
  1009,
  'TD',
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  1.7117240000000002],
 [2666,
  Timestamp('2003-05-25 12:00:00'),
  753,
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  14.3,
  -136.2,
  25,
  1009,
  'L',
  'Eastern Pacific',
  1.612452],
 [2667,
  Timestamp('1954-09-06 18:00:00'),
  38,
  'NOTNAMED',
  21.3,
  -136.5,
  45,
  0,
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  0.8485280000000001],
 [2668,
  Timestamp('1986-09-22 06:00:00'),
  492,
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  14.2,
  -140.3,
  65,
  0,
  'H1',
  'Eastern Pacific',
  0.6],
 [2669,
  Timestamp('1994-06-23 00:00:00'),
  624,
  'ALETTA',
  18.4,
  -137.1,
  25,
  1009,
  'TD',
  'Eastern Pacific',
  1.204159],
 [2670,
  Timestamp('2004-07-31 12:00:00'),
  772,
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  18.8,
  -137.3,
  30,
  1005,
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  'Eastern Pacific',
  1.5033299999999998],
 [2671,
  Timestamp('1982-08-02 18:00:00'),
  397,
  'HECTOR',
  20.6,
  -136.1,
  25,
  0,
  'TD',
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  0.905539],
 [2672,
  Timestamp('2003-05-25 18:00:00'),
  753,
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  14.1,
  -137.8,
  25,
  1009,
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  1.4],
 [2673,
  Timestamp('1954-09-07 00:00:00'),
  38,
  'NOTNAMED',
  21.9,
  -137.1,
  45,
  0,
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  0.921954],
 [2674,
  Timestamp('1994-07-21 12:00:00'),
  629,
  'FABIO',
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  -136.0,
  25,
  1008,
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  1.513275],
 [2675,
  Timestamp('1986-09-22 12:00:00'),
  492,
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  14.8,
  -140.3,
  70,
  0,
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  0.608276],
 [2676,
  Timestamp('2004-07-31 18:00:00'),
  772,
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  18.9,
  -138.8,
  25,
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  'Eastern Pacific',
  1.603122],
 [2677,
  Timestamp('1982-08-03 00:00:00'),
  397,
  'HECTOR',
  20.7,
  -137.0,
  25,
  0,
  'TD',
  'Eastern Pacific',
  1.612452],
 [2678,
  Timestamp('2003-05-26 00:00:00'),
  753,
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  -139.2,
  25,
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  1.334166],
 [2679,
  Timestamp('1994-07-21 18:00:00'),
  629,
  'FABIO',
  16.0,
  -137.5,
  25,
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  1.612452],
 [2680,
  Timestamp('1987-07-25 06:00:00'),
  500,
  'FERNANDA',
  12.3,
  -136.4,
  35,
  0,
  'TS',
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 [2681,
  Timestamp('1954-09-07 06:00:00'),
  38,
  'NOTNAMED',
  22.5,
  -137.8,
  45,
  0,
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  1.0],
 [2682,
  Timestamp('2004-09-19 12:00:00'),
  777,
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  -136.2,
  30,
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  'L',
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  0.5099020000000001],
 [2683,
  Timestamp('1994-07-22 00:00:00'),
  629,
  'FABIO',
  16.2,
  -139.1,
  25,
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 [2684,
  Timestamp('2004-09-19 18:00:00'),
  777,
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  -136.7,
  30,
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 [2685,
  Timestamp('1987-07-25 12:00:00'),
  500,
  'FERNANDA',
  12.4,
  -137.8,
  45,
  0,
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  'Eastern Pacific',
  1.104536],
 [2686,
  Timestamp('1994-08-30 18:00:00'),
  635,
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  16.1,
  -136.6,
  40,
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  'Eastern Pacific',
  1.6],
 [2687,
  Timestamp('1982-08-14 00:00:00'),
  401,
  'LANE',
  17.3,
  -135.9,
  25,
  0,
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  'Eastern Pacific',
  0.984886],
 [2688,
  Timestamp('1954-09-07 12:00:00'),
  38,
  'NOTNAMED',
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  -138.6,
  45,
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  0.8246209999999999],
 [2689,
  Timestamp('2003-05-26 06:00:00'),
  753,
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  -140.5,
  20,
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 [2690,
  Timestamp('2004-09-20 00:00:00'),
  777,
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  16.0,
  -137.4,
  30,
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  0.8],
 [2691,
  Timestamp('1994-08-31 00:00:00'),
  635,
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  16.1,
  -138.2,
  50,
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  1.603122],
 [2692,
  Timestamp('1987-07-25 18:00:00'),
  500,
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  12.5,
  -138.9,
  45,
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  0.905539],
 [2693,
  Timestamp('1954-09-07 18:00:00'),
  38,
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  23.3,
  -139.4,
  45,
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  0.9],
 [2694,
  Timestamp('2004-09-20 06:00:00'),
  777,
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  -138.2,
  30,
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  0.8],
 [2695,
  Timestamp('1995-07-15 18:00:00'),
  645,
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  -135.6,
  65,
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  1.1],
 [2696,
  Timestamp('2004-08-20 06:00:00'),
  773,
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  -136.3,
  35,
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 [2697,
  Timestamp('1982-08-14 06:00:00'),
  401,
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  17.7,
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  25,
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  0.9486829999999999],
 [2698,
  Timestamp('1957-08-08 00:00:00'),
  63,
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  -136.3,
  60,
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  1.392839],
 [2699,
  Timestamp('1987-07-26 00:00:00'),
  500,
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  55,
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 [2700,
  Timestamp('1995-07-16 00:00:00'),
  645,
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  55,
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 [2701,
  Timestamp('2004-09-20 12:00:00'),
  777,
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  30,
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 [2702,
  Timestamp('2004-08-20 12:00:00'),
  773,
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  35,
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 [2703,
  Timestamp('1982-08-14 12:00:00'),
  401,
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  25,
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  0.67082],
 [2704,
  Timestamp('1957-08-08 06:00:00'),
  63,
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  50,
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 [2705,
  Timestamp('2004-09-20 18:00:00'),
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  30,
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 [2706,
  Timestamp('2004-08-20 18:00:00'),
  773,
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 [2707,
  Timestamp('1995-07-16 06:00:00'),
  645,
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  45,
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 [2708,
  Timestamp('1982-08-14 18:00:00'),
  401,
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  25,
  0,
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 [2709,
  Timestamp('1987-07-26 06:00:00'),
  500,
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  55,
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 [2710,
  Timestamp('2005-08-16 06:00:00'),
  786,
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  20,
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 [2711,
  Timestamp('1957-08-08 12:00:00'),
  63,
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  50,
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 [2712,
  Timestamp('1982-09-04 00:00:00'),
  402,
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 [2713,
  Timestamp('2004-08-21 00:00:00'),
  773,
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  55,
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 [2714,
  Timestamp('2005-08-16 12:00:00'),
  786,
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 [2715,
  Timestamp('1987-07-26 12:00:00'),
  500,
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  55,
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 [2716,
  Timestamp('1995-07-16 12:00:00'),
  645,
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  40,
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 [2717,
  Timestamp('2004-08-21 06:00:00'),
  773,
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  55,
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 [2718,
  Timestamp('1961-10-03 00:00:00'),
  116,
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  45,
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 [2719,
  Timestamp('2005-08-16 18:00:00'),
  786,
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 [2720,
  Timestamp('1987-07-26 18:00:00'),
  500,
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  55,
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 [2721,
  Timestamp('2004-08-21 12:00:00'),
  773,
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 [2722,
  Timestamp('1982-09-04 06:00:00'),
  402,
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  70,
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 [2723,
  Timestamp('1961-10-03 06:00:00'),
  116,
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  45,
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 [2724,
  Timestamp('1987-08-19 06:00:00'),
  504,
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 [2725,
  Timestamp('2005-08-17 00:00:00'),
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 [2726,
  Timestamp('1995-07-16 18:00:00'),
  645,
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  40,
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 [2727,
  Timestamp('1982-09-18 06:00:00'),
  405,
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  -140.7,
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 [2728,
  Timestamp('1963-09-14 06:00:00'),
  134,
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  45,
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 [2729,
  Timestamp('2005-09-16 18:00:00'),
  790,
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 [2730,
  Timestamp('1987-08-19 12:00:00'),
  504,
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 [2731,
  Timestamp('1997-07-10 18:00:00'),
  666,
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  40,
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 [2732,
  Timestamp('2005-08-17 06:00:00'),
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 [2733,
  Timestamp('1987-08-19 18:00:00'),
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 [2734,
  Timestamp('1963-09-15 00:00:00'),
  134,
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 [2735,
  Timestamp('1997-07-11 00:00:00'),
  666,
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 [2736,
  Timestamp('2005-09-17 00:00:00'),
  790,
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 [2737,
  Timestamp('1982-09-18 12:00:00'),
  405,
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 [2738,
  Timestamp('2005-09-23 00:00:00'),
  791,
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 [2739,
  Timestamp('1997-07-11 06:00:00'),
  666,
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 [2740,
  Timestamp('2005-09-17 06:00:00'),
  790,
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 [2741,
  Timestamp('1987-08-20 00:00:00'),
  504,
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 [2742,
  Timestamp('1963-09-15 06:00:00'),
  134,
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 [2743,
  Timestamp('1982-09-18 18:00:00'),
  405,
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 [2744,
  Timestamp('1997-07-11 12:00:00'),
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  'DOLORES',
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 [2745,
  Timestamp('2005-09-23 06:00:00'),
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  Timestamp('2005-09-17 12:00:00'),
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 [2747,
  Timestamp('1987-08-20 06:00:00'),
  504,
  'JOVA',
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  0,
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 [2748,
  Timestamp('1966-08-06 18:00:00'),
  153,
  'BLANCA',
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  0,
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 [2749,
  Timestamp('1997-07-20 18:00:00'),
  668,
  'FELICIA',
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 [2750,
  Timestamp('2005-09-23 12:00:00'),
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  'KENNETH',
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 [2751,
  Timestamp('1983-07-31 12:00:00'),
  419,
  'GIL',
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  0,
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 [2752,
  Timestamp('2005-09-17 18:00:00'),
  790,
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 [2753,
  Timestamp('1988-08-01 18:00:00'),
  520,
  'FABIO',
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  75,
  974,
  'H1',
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 [2754,
  Timestamp('1997-07-21 00:00:00'),
  668,
  'FELICIA',
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  90,
  972,
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 [2755,
  Timestamp('1966-08-07 00:00:00'),
  153,
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  0,
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 [2756,
  Timestamp('1983-07-31 18:00:00'),
  419,
  'GIL',
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  0,
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 [2757,
  Timestamp('2005-09-23 18:00:00'),
  791,
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  997,
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 [2758,
  Timestamp('2005-09-18 00:00:00'),
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 [2759,
  Timestamp('1997-07-21 06:00:00'),
  668,
  'FELICIA',
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  980,
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 [2760,
  Timestamp('1988-08-02 00:00:00'),
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  972,
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 [2761,
  Timestamp('1997-08-08 12:00:00'),
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  'GUILLERMO',
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 [2762,
  Timestamp('2005-09-24 00:00:00'),
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 [2763,
  Timestamp('2005-09-18 06:00:00'),
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 [2764,
  Timestamp('1983-08-01 00:00:00'),
  419,
  'GIL',
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  0,
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 [2765,
  Timestamp('1966-08-07 06:00:00'),
  153,
  'BLANCA',
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  0,
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 [2766,
  Timestamp('1997-08-08 18:00:00'),
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  'GUILLERMO',
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 [2767,
  Timestamp('2005-09-24 06:00:00'),
  791,
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 [2768,
  Timestamp('1988-08-02 06:00:00'),
  520,
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 [2769,
  Timestamp('2005-09-18 12:00:00'),
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 [2770,
  Timestamp('1997-08-09 00:00:00'),
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  'GUILLERMO',
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 [2771,
  Timestamp('1983-09-27 00:00:00'),
  426,
  'NARDA',
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  0,
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 [2772,
  Timestamp('2005-09-24 12:00:00'),
  791,
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 [2773,
  Timestamp('1988-08-02 12:00:00'),
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 [2774,
  Timestamp('1997-08-09 06:00:00'),
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 [2775,
  Timestamp('2005-09-24 18:00:00'),
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 [2776,
  Timestamp('2005-09-18 18:00:00'),
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 [2777,
  Timestamp('1983-09-27 06:00:00'),
  426,
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 [2778,
  Timestamp('1966-08-07 12:00:00'),
  153,
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 [2779,
  Timestamp('1997-08-28 00:00:00'),
  672,
  'JIMENA',
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  948,
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 [2780,
  Timestamp('1988-08-02 18:00:00'),
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 [2781,
  Timestamp('2005-09-25 00:00:00'),
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 [2782,
  Timestamp('1968-08-13 06:00:00'),
  187,
  'FERNANDA',
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  0,
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 [2783,
  Timestamp('1997-08-28 06:00:00'),
  672,
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 [2784,
  Timestamp('1983-09-27 12:00:00'),
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 [2785,
  Timestamp('2005-09-19 00:00:00'),
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 [2786,
  Timestamp('1988-08-03 00:00:00'),
  520,
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 [2787,
  Timestamp('2005-09-25 06:00:00'),
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 [2788,
  Timestamp('1997-08-28 12:00:00'),
  672,
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 [2789,
  Timestamp('1968-08-13 12:00:00'),
  187,
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 [2790,
  Timestamp('1983-10-13 18:00:00'),
  429,
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  95,
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 [2791,
  Timestamp('2005-09-19 06:00:00'),
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 [2792,
  Timestamp('1988-08-03 06:00:00'),
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 [2793,
  Timestamp('2005-09-25 12:00:00'),
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 [2794,
  Timestamp('1997-08-28 18:00:00'),
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 [2795,
  Timestamp('1968-10-28 06:00:00'),
  200,
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 [2796,
  Timestamp('2005-09-19 12:00:00'),
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 [2797,
  Timestamp('1988-09-21 00:00:00'),
  527,
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 [2798,
  Timestamp('1983-10-14 00:00:00'),
  429,
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 [2799,
  Timestamp('2005-09-25 18:00:00'),
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 [2800,
  Timestamp('1976-08-14 06:00:00'),
  315,
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 [2801,
  Timestamp('2005-09-26 06:00:00'),
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 [2802,
  Timestamp('2005-09-26 00:00:00'),
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 [2803,
  Timestamp('1989-07-16 12:00:00'),
  533,
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 [2804,
  Timestamp('1983-10-14 06:00:00'),
  429,
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 [2805,
  Timestamp('2005-09-26 12:00:00'),
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 [2806,
  Timestamp('2006-07-24 00:00:00'),
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 [2807,
  Timestamp('1976-08-14 12:00:00'),
  315,
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 [2808,
  Timestamp('1989-07-16 18:00:00'),
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 [2809,
  Timestamp('2006-07-24 06:00:00'),
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 [2810,
  Timestamp('2005-09-26 18:00:00'),
  791,
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 [2811,
  Timestamp('1984-07-02 18:00:00'),
  437,
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  0,
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 [2812,
  Timestamp('1978-08-26 00:00:00'),
  342,
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 [2813,
  Timestamp('1989-07-17 00:00:00'),
  533,
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 [2814,
  Timestamp('1984-07-03 00:00:00'),
  437,
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 [2815,
  Timestamp('2008-07-05 18:00:00'),
  827,
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 [2816,
  Timestamp('2005-09-27 00:00:00'),
  791,
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 [2817,
  Timestamp('1978-08-26 06:00:00'),
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 [2818,
  Timestamp('1989-07-17 06:00:00'),
  533,
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 [2819,
  Timestamp('1984-07-03 06:00:00'),
  437,
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 [2820,
  Timestamp('2008-07-06 00:00:00'),
  827,
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 [2821,
  Timestamp('1981-08-11 18:00:00'),
  380,
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 [2822,
  Timestamp('2005-09-27 06:00:00'),
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 [2823,
  Timestamp('1990-09-28 18:00:00'),
  563,
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 [2824,
  Timestamp('2005-09-27 12:00:00'),
  791,
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 [2825,
  Timestamp('1981-08-12 00:00:00'),
  380,
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 [2826,
  Timestamp('1984-07-03 12:00:00'),
  437,
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 [2827,
  Timestamp('2008-07-20 06:00:00'),
  830,
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 [2828,
  Timestamp('1990-09-29 00:00:00'),
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 [2829,
  Timestamp('2008-07-20 12:00:00'),
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 [2830,
  Timestamp('2006-07-23 18:00:00'),
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 [2831,
  Timestamp('1981-08-12 06:00:00'),
  380,
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 [2832,
  Timestamp('1990-09-29 06:00:00'),
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 [2833,
  Timestamp('1985-08-02 18:00:00'),
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 [2834,
  Timestamp('2008-07-20 18:00:00'),
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 [2835,
  Timestamp('1981-08-12 12:00:00'),
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 [2836,
  Timestamp('1990-09-29 12:00:00'),
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 [2837,
  Timestamp('2006-08-03 12:00:00'),
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 [2838,
  Timestamp('1985-08-03 00:00:00'),
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 [2839,
  Timestamp('1981-08-12 18:00:00'),
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 [2840,
  Timestamp('2006-08-03 18:00:00'),
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 [2841,
  Timestamp('1990-09-29 18:00:00'),
  563,
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  'TS',
  'Eastern Pacific',
  0.984886],
 [2842,
  Timestamp('2008-07-30 12:00:00'),
  832,
  'GENEVIEVE',
  17.1,
  -136.4,
  20,
  1014,
  'L',
  'Eastern Pacific',
  1.360147],
 [2843,
  Timestamp('1985-08-03 06:00:00'),
  466,
  'LINDA',
  16.3,
  -137.2,
  25,
  0,
  'TD',
  'Eastern Pacific',
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 [2844,
  Timestamp('2006-08-04 00:00:00'),
  801,
  'FABIO',
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  -139.6,
  25,
  1010,
  'L',
  'Eastern Pacific',
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 [2845,
  Timestamp('1983-08-04 18:00:00'),
  420,
  'HENRIETTE',
  21.3,
  -136.2,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.860233],
 [2846,
  Timestamp('2008-07-30 18:00:00'),
  832,
  'GENEVIEVE',
  16.7,
  -137.7,
  20,
  1014,
  'L',
  'Eastern Pacific',
  1.236932],
 [2847,
  Timestamp('1990-09-30 00:00:00'),
  563,
  'POLO',
  14.2,
  -138.7,
  55,
  994,
  'TS',
  'Eastern Pacific',
  0.8544],
 [2848,
  Timestamp('1985-08-03 12:00:00'),
  466,
  'LINDA',
  16.6,
  -137.8,
  25,
  0,
  'TD',
  'Eastern Pacific',
  0.7615770000000001],
 [2849,
  Timestamp('2006-08-04 06:00:00'),
  801,
  'FABIO',
  14.9,
  -141.2,
  25,
  1011,
  'L',
  'Eastern Pacific',
  1.5],
 [2850,
  Timestamp('1990-09-30 06:00:00'),
  563,
  'POLO',
  15.0,
  -139.0,
  65,
  987,
  'H1',
  'Eastern Pacific',
  0.583095],
 [2851,
  Timestamp('2008-07-31 00:00:00'),
  832,
  'GENEVIEVE',
  16.4,
  -138.9,
  20,
  1014,
  'L',
  'Eastern Pacific',
  1.118034],
 [2852,
  Timestamp('1985-08-03 18:00:00'),
  466,
  'LINDA',
  16.9,
  -138.5,
  25,
  0,
  'TD',
  'Eastern Pacific',
  0.583095],
 [2853,
  Timestamp('1983-08-05 00:00:00'),
  420,
  'HENRIETTE',
  21.8,
  -136.9,
  40,
  0,
  'TS',
  'Eastern Pacific',
  1.029563],
 [2854,
  Timestamp('1985-08-04 00:00:00'),
  466,
  'LINDA',
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  -139.0,
  25,
  0,
  'TD',
  'Eastern Pacific',
  0.728011],
 [2855,
  Timestamp('2006-08-04 12:00:00'),
  801,
  'FABIO',
  14.9,
  -142.7,
  25,
  1012,
  'L',
  'Eastern Pacific',
  1.403567],
 [2856,
  Timestamp('2008-08-13 12:00:00'),
  834,
  'HERNAN',
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  -136.1,
  30,
  1007,
  'L',
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  0.8544],
 [2857,
  Timestamp('2008-08-13 18:00:00'),
  834,
  'HERNAN',
  17.6,
  -136.9,
  25,
  1008,
  'L',
  'Eastern Pacific',
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 [2858,
  Timestamp('1983-08-05 06:00:00'),
  420,
  'HENRIETTE',
  22.7,
  -137.4,
  35,
  0,
  'TS',
  'Eastern Pacific',
  0.806226],
 [2859,
  Timestamp('1985-08-04 06:00:00'),
  466,
  'LINDA',
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  -139.7,
  25,
  0,
  'TD',
  'Eastern Pacific',
  0.22360700000000003],
 [2860,
  Timestamp('2006-08-16 00:00:00'),
  804,
  'IOKE',
  10.4,
  -142.5,
  25,
  1010,
  'TD',
  'Eastern Pacific',
  1.4],
 [2861,
  Timestamp('1991-07-19 18:00:00'),
  572,
  'ENRIQUE',
  15.3,
  -135.9,
  30,
  1008,
  'TD',
  'Eastern Pacific',
  1.204159],
 [2862,
  Timestamp('1985-08-04 12:00:00'),
  466,
  'LINDA',
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  -139.8,
  25,
  0,
  'TD',
  'Eastern Pacific',
  0.44721400000000006],
 [2863,
  Timestamp('2008-08-14 00:00:00'),
  834,
  'HERNAN',
  17.3,
  -137.7,
  25,
  1008,
  'L',
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  0.8544],
 [2864,
  Timestamp('2007-07-18 00:00:00'),
  817,
  'COSME',
  15.0,
  -136.0,
  35,
  1005,
  'TS',
  'Eastern Pacific',
  1.204159],
 [2865,
  Timestamp('1983-08-05 12:00:00'),
  420,
  'HENRIETTE',
  23.5,
  -137.5,
  30,
  0,
  'TD',
  'Eastern Pacific',
  1.0],
 [2866,
  Timestamp('2008-08-14 06:00:00'),
  834,
  'HERNAN',
  17.0,
  -138.5,
  25,
  1008,
  'L',
  'Eastern Pacific',
  1.044031],
 [2867,
  Timestamp('1991-07-20 00:00:00'),
  572,
  'ENRIQUE',
  15.2,
  -137.1,
  30,
  1009,
  'TD',
  'Eastern Pacific',
  1.0],
 [2868,
  Timestamp('1985-08-04 18:00:00'),
  466,
  'LINDA',
  17.8,
  -140.2,
  40,
  0,
  'TS',
  'Eastern Pacific',
  0.412311],
 [2869,
  Timestamp('1991-07-20 06:00:00'),
  572,
  'ENRIQUE',
  15.2,
  -138.1,
  30,
  1010,
  'TD',
  'Eastern Pacific',
  0.905539],
 [2870,
  Timestamp('2007-07-18 06:00:00'),
  817,
  'COSME',
  15.1,
  -137.2,
  35,
  1005,
  'TS',
  'Eastern Pacific',
  1.1],
 [2871,
  Timestamp('1985-07-04 12:00:00'),
  458,
  'DOLORES',
  23.8,
  -136.2,
  25,
  0,
  'TD',
  'Eastern Pacific',
  0.565685],
 [2872,
  Timestamp('2008-08-14 12:00:00'),
  834,
  'HERNAN',
  16.7,
  -139.5,
  25,
  1008,
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  1.1704700000000001],
 [2873,
  Timestamp('1985-09-04 18:00:00'),
  470,
  'PAULINE',
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  -135.3,
  65,
  0,
  'H1',
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  1.315295],
 [2874,
  Timestamp('1992-09-06 00:00:00'),
  599,
  'INIKI',
  11.9,
  -135.9,
  25,
  1010,
  'TD',
  'Eastern Pacific',
  1.3038399999999999],
 [2875,
  Timestamp('2007-07-18 12:00:00'),
  817,
  'COSME',
  15.1,
  -138.3,
  35,
  1005,
  'TS',
  'Eastern Pacific',
  1.204159],
 [2876,
  Timestamp('1986-08-30 18:00:00'),
  487,
  'JAVIER',
  23.8,
  -135.5,
  30,
  0,
  'TD',
  'Eastern Pacific',
  0.984886],
 [2877,
  Timestamp('1957-09-09 00:00:00'),
  66,
  'NOTNAMED',
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  -139.0,
  45,
  0,
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  0.728011],
 [2878,
  Timestamp('1966-09-10 06:00:00'),
  158,
  'GRETCHEN',
  14.4,
  -135.8,
  45,
  0,
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  'Eastern Pacific',
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 [2879,
  Timestamp('2007-07-18 18:00:00'),
  817,
  'COSME',
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  30,
  1006,
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 [2880,
  Timestamp('1992-09-06 06:00:00'),
  599,
  'INIKI',
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  -137.2,
  25,
  1010,
  'TD',
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  1.3038399999999999],
 [2881,
  Timestamp('1985-09-05 00:00:00'),
  470,
  'PAULINE',
  18.2,
  -136.6,
  65,
  0,
  'H1',
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 [2882,
  Timestamp('1988-09-29 18:00:00'),
  528,
  'LANE',
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  -135.5,
  25,
  1014,
  'TD',
  'Eastern Pacific',
  1.334166],
 [2883,
  Timestamp('2007-07-19 00:00:00'),
  817,
  'COSME',
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  30,
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 [2884,
  Timestamp('1992-09-06 12:00:00'),
  599,
  'INIKI',
  12.1,
  -138.5,
  30,
  1009,
  'TD',
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 [2885,
  Timestamp('1988-09-30 00:00:00'),
  528,
  'LANE',
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  -136.8,
  20,
  1014,
  'TD',
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  1.2649110000000001],
 [2886,
  Timestamp('1985-09-05 06:00:00'),
  470,
  'PAULINE',
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  -138.1,
  75,
  0,
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 [2887,
  Timestamp('1966-09-10 12:00:00'),
  158,
  'GRETCHEN',
  13.9,
  -136.5,
  45,
  0,
  'TS',
  'Eastern Pacific',
  1.615549],
 [2888,
  Timestamp('1992-09-06 18:00:00'),
  599,
  'INIKI',
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  -139.8,
  30,
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 [2889,
  Timestamp('1985-09-05 12:00:00'),
  470,
  'PAULINE',
  18.3,
  -139.8,
  75,
  0,
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  0.8246209999999999],
 [2890,
  Timestamp('2007-07-19 06:00:00'),
  817,
  'COSME',
  15.3,
  -142.0,
  30,
  1010,
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  'Eastern Pacific',
  1.612452],
 [2891,
  Timestamp('1988-09-30 06:00:00'),
  528,
  'LANE',
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  -138.0,
  20,
  1015,
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  'Eastern Pacific',
  1.140175],
 [2892,
  Timestamp('1966-09-10 18:00:00'),
  158,
  'GRETCHEN',
  13.3,
  -138.0,
  45,
  0,
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 [2893,
  Timestamp('1992-09-07 00:00:00'),
  599,
  'INIKI',
  12.3,
  -141.1,
  25,
  1008,
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  0.6],
 [2894,
  Timestamp('2007-08-10 12:00:00'),
  820,
  'FLOSSIE',
  12.6,
  -135.4,
  70,
  984,
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 [2895,
  Timestamp('1985-09-08 12:00:00'),
  471,
  'RICK',
  15.3,
  -137.1,
  115,
  0,
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  1.063015],
 [2896,
  Timestamp('1990-07-29 18:00:00'),
  554,
  'HERNAN',
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  -136.0,
  35,
  1006,
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  1.063015],
 [2897,
  Timestamp('1966-09-11 00:00:00'),
  158,
  'GRETCHEN',
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  -139.7,
  45,
  0,
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  1.0198040000000002],
 [2898,
  Timestamp('1992-09-07 06:00:00'),
  599,
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  -141.7,
  25,
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 [2899,
  Timestamp('2007-08-10 18:00:00'),
  820,
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  12.6,
  -136.6,
  80,
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 [2900,
  Timestamp('1985-09-08 18:00:00'),
  471,
  'RICK',
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  -137.9,
  120,
  0,
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 [2901,
  Timestamp('1990-07-30 00:00:00'),
  554,
  'HERNAN',
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  -136.7,
  30,
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 [2902,
  Timestamp('1992-09-07 12:00:00'),
  599,
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  30,
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  0.608276],
 [2903,
  Timestamp('2007-08-11 00:00:00'),
  820,
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  -137.7,
  90,
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 [2904,
  Timestamp('1966-09-11 06:00:00'),
  158,
  'GRETCHEN',
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  -140.7,
  45,
  0,
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 [2905,
  Timestamp('1985-09-09 00:00:00'),
  471,
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  120,
  0,
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 [2906,
  Timestamp('1967-10-28 00:00:00'),
  181,
  'RAMONA',
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  25,
  0,
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 [2907,
  Timestamp('2007-08-11 06:00:00'),
  820,
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  100,
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 [2908,
  Timestamp('1994-07-11 00:00:00'),
  627,
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  -135.6,
  55,
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 [2909,
  Timestamp('1990-07-30 06:00:00'),
  554,
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  30,
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 [2910,
  Timestamp('1985-09-09 06:00:00'),
  471,
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  125,
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 [2911,
  Timestamp('1967-10-28 06:00:00'),
  181,
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 [2912,
  Timestamp('2007-08-11 12:00:00'),
  820,
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 [2913,
  Timestamp('1994-07-11 06:00:00'),
  627,
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 [2914,
  Timestamp('1992-07-21 06:00:00'),
  589,
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  70,
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 [2915,
  Timestamp('1985-09-09 12:00:00'),
  471,
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 [2916,
  Timestamp('1968-07-30 18:00:00'),
  186,
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 [2917,
  Timestamp('2007-08-11 18:00:00'),
  820,
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 [2918,
  Timestamp('1994-07-11 12:00:00'),
  627,
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  55,
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 [2919,
  Timestamp('1985-09-16 18:00:00'),
  472,
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 [2920,
  Timestamp('1992-07-21 12:00:00'),
  589,
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 [2921,
  Timestamp('1968-07-31 00:00:00'),
  186,
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 [2922,
  Timestamp('2007-08-12 00:00:00'),
  820,
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 [2923,
  Timestamp('2008-07-02 00:00:00'),
  828,
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 [2924,
  Timestamp('1968-07-31 06:00:00'),
  186,
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 [2925,
  Timestamp('1992-07-21 18:00:00'),
  589,
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 [2926,
  Timestamp('1986-08-01 06:00:00'),
  483,
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 [2927,
  Timestamp('1994-07-11 18:00:00'),
  627,
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 [2928,
  Timestamp('1968-08-31 18:00:00'),
  192,
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 [2929,
  Timestamp('2008-07-02 06:00:00'),
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 [2930,
  Timestamp('1994-07-12 00:00:00'),
  627,
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 [2931,
  Timestamp('1992-07-22 00:00:00'),
  589,
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 [2932,
  Timestamp('1986-08-01 12:00:00'),
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 [2933,
  Timestamp('1968-09-01 00:00:00'),
  192,
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 [2934,
  Timestamp('2008-07-02 12:00:00'),
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 [2935,
  Timestamp('1992-09-10 12:00:00'),
  598,
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 [2936,
  Timestamp('1994-07-12 06:00:00'),
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 [2937,
  Timestamp('1986-08-01 18:00:00'),
  483,
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 [2938,
  Timestamp('2008-07-02 18:00:00'),
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 [2939,
  Timestamp('1994-07-17 00:00:00'),
  628,
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  1.529706],
 [2940,
  Timestamp('1992-09-10 18:00:00'),
  598,
  'ORLENE',
  21.8,
  -136.1,
  80,
  977,
  'H1',
  'Eastern Pacific',
  0.5],
 [2941,
  Timestamp('1968-09-01 06:00:00'),
  192,
  'KATHLEEN',
  14.2,
  -138.2,
  25,
  0,
  'TD',
  'Eastern Pacific',
  1.3],
 [2942,
  Timestamp('2008-08-04 12:00:00'),
  833,
  'KIKA',
  10.4,
  -136.2,
  20,
  1010,
  'TD',
  'Eastern Pacific',
  0.6],
 [2943,
  Timestamp('1994-07-17 06:00:00'),
  628,
  'EMILIA',
  9.9,
  -137.4,
  70,
  988,
  'H1',
  'Eastern Pacific',
  1.4142139999999999],
 [2944,
  Timestamp('1986-08-02 00:00:00'),
  483,
  'FRANK',
  20.2,
  -139.1,
  30,
  0,
  'TD',
  'Eastern Pacific',
  1.612452],
 [2945,
  Timestamp('1992-09-11 00:00:00'),
  598,
  'ORLENE',
  22.2,
  -136.4,
  75,
  980,
  'H1',
  'Eastern Pacific',
  0.42426400000000003],
 [2946,
  Timestamp('1968-09-01 12:00:00'),
  192,
  'KATHLEEN',
  14.2,
  -139.5,
  25,
  0,
  'TD',
  'Eastern Pacific',
  0.8944270000000001],
 [2947,
  Timestamp('2008-08-04 18:00:00'),
  833,
  'KIKA',
  10.4,
  -136.8,
  20,
  1010,
  'TD',
  'Eastern Pacific',
  0.7],
 [2948,
  Timestamp('1992-09-11 06:00:00'),
  598,
  'ORLENE',
  22.5,
  -136.7,
  65,
  987,
  'H1',
  'Eastern Pacific',
  0.538516],
 [2949,
  Timestamp('1994-07-17 12:00:00'),
  628,
  'EMILIA',
  10.1,
  -138.8,
  80,
  979,
  'H1',
  'Eastern Pacific',
  1.315295],
 [2950,
  Timestamp('1986-09-15 06:00:00'),
  489,
  'LESTER',
  15.4,
  -135.6,
  40,
  0,
  'TS',
  'Eastern Pacific',
  0.921954],
 [2951,
  Timestamp('1968-09-01 18:00:00'),
  192,
  'KATHLEEN',
  14.6,
  -140.3,
  25,
  0,
  'TD',
  'Eastern Pacific',
  0.806226],
 [2952,
  Timestamp('2008-08-05 00:00:00'),
  833,
  'KIKA',
  10.4,
  -137.5,
  20,
  1010,
  'TD',
  'Eastern Pacific',
  2.0396080000000003],
 [2953,
  Timestamp('1992-09-11 12:00:00'),
  598,
  'ORLENE',
  22.7,
  -137.2,
  60,
  991,
  'TS',
  'Eastern Pacific',
  0.7071069999999999],
 [2954,
  Timestamp('1994-07-17 18:00:00'),
  628,
  'EMILIA',
  10.3,
  -140.1,
  90,
  968,
  'H2',
  'Eastern Pacific',
  1.3038399999999999],
 [2955,
  Timestamp('1968-09-02 00:00:00'),
  192,
  'KATHLEEN',
  15.0,
  -141.0,
  25,
  0,
  'TD',
  'Eastern Pacific',
  1.029563],
 [2956,
  Timestamp('1986-09-15 12:00:00'),
  489,
  'LESTER',
  16.0,
  -136.3,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.860233],
 [2957,
  Timestamp('1992-09-11 18:00:00'),
  598,
  'ORLENE',
  22.8,
  -137.9,
  55,
  994,
  'TS',
  'Eastern Pacific',
  0.905539],
 [2958,
  Timestamp('1994-07-18 00:00:00'),
  628,
  'EMILIA',
  10.4,
  -141.4,
  100,
  962,
  'H3',
  'Eastern Pacific',
  1.315295],
 [2959,
  Timestamp('2008-08-05 06:00:00'),
  833,
  'KIKA',
  10.0,
  -139.5,
  20,
  1009,
  'TD',
  'Eastern Pacific',
  1.216553],
 [2960,
  Timestamp('1968-09-30 06:00:00'),
  196,
  'ORLA',
  15.1,
  -136.3,
  25,
  0,
  'TD',
  'Eastern Pacific',
  0.608276],
 [2961,
  Timestamp('1986-09-15 18:00:00'),
  489,
  'LESTER',
  16.5,
  -137.0,
  45,
  0,
  'TS',
  'Eastern Pacific',
  0.860233],
 [2962,
  Timestamp('1992-09-12 00:00:00'),
  598,
  'ORLENE',
  22.7,
  -138.8,
  45,
  1000,
  'TS',
  'Eastern Pacific',
  1.204159],
 [2963,
  Timestamp('2008-08-05 12:00:00'),
  833,
  'KIKA',
  10.2,
  -140.7,
  20,
  1009,
  'TD',
  'Eastern Pacific',
  1.1704700000000001],
 [2964,
  Timestamp('1970-08-22 06:00:00'),
  223,
  'MAGGIE',
  14.4,
  -136.3,
  45,
  0,
  'TS',
  'Eastern Pacific',
  1.0198040000000002],
 [2965,
  Timestamp('1994-07-18 06:00:00'),
  628,
  'EMILIA',
  10.6,
  -142.7,
  115,
  958,
  'H4',
  'Eastern Pacific',
  1.104536],
 [2966,
  Timestamp('1986-09-16 00:00:00'),
  489,
  'LESTER',
  17.0,
  -137.7,
  40,
  0,
  'TS',
  'Eastern Pacific',
  0.921954],
 [2967,
  Timestamp('1994-07-23 12:00:00'),
  630,
  'GILMA',
  12.0,
  -135.5,
  90,
  968,
  'H2',
  'Eastern Pacific',
  1.702939],
 [2968,
  Timestamp('1986-09-16 06:00:00'),
  489,
  'LESTER',
  17.6,
  -138.4,
  35,
  0,
  'TS',
  'Eastern Pacific',
  0.8944270000000001],
 [2969,
  Timestamp('1970-08-22 12:00:00'),
  223,
  'MAGGIE',
  14.6,
  -137.3,
  45,
  0,
  'TS',
  'Eastern Pacific',
  1.0198040000000002],
 [2970,
  Timestamp('2008-08-05 18:00:00'),
  833,
  'KIKA',
  9.8,
  -141.8,
  20,
  1010,
  'TD',
  'Eastern Pacific',
  0.7071069999999999],
 [2971,
  Timestamp('1992-10-08 18:00:00'),
  603,
  'TINA',
  23.8,
  -135.6,
  30,
  1009,
  'TD',
  'Eastern Pacific',
  1.0],
 [2972,
  Timestamp('1994-07-23 18:00:00'),
  630,
  'GILMA',
  12.1,
  -137.2,
  115,
  948,
  'H4',
  'Eastern Pacific',
  1.702939],
 [2973,
  Timestamp('2008-08-06 00:00:00'),
  833,
  'KIKA',
  9.7,
  -142.5,
  25,
  1008,
  'TD',
  'Eastern Pacific',
  1.118034],
 [2974,
  Timestamp('1986-09-16 12:00:00'),
  489,
  'LESTER',
  18.0,
  -139.2,
  35,
  0,
  'TS',
  'Eastern Pacific',
  0.8944270000000001],
 [2975,
  Timestamp('1970-08-22 18:00:00'),
  223,
  'MAGGIE',
  14.8,
  -138.3,
  50,
  0,
  'TS',
  'Eastern Pacific',
  1.104536],
 [2976,
  Timestamp('1992-10-09 00:00:00'),
  603,
  'TINA',
  23.8,
  -136.6,
  30,
  1010,
  'TD',
  'Eastern Pacific',
  1.204159],
 [2977,
  Timestamp('1994-07-24 00:00:00'),
  630,
  'GILMA',
  12.2,
  -138.9,
  130,
  935,
  'H4',
  'Eastern Pacific',
  1.5],
 [2978,
  Timestamp('2008-10-18 18:00:00'),
  839,
  'MARIE',
  10.7,
  -136.0,
  25,
  1009,
  'L',
  'Eastern Pacific',
  1.004988],
 [2979,
  Timestamp('1992-10-09 06:00:00'),
  603,
  'TINA',
  23.7,
  -137.8,
  30,
  1010,
  'TD',
  'Eastern Pacific',
  1.204159],
 [2980,
  Timestamp('1986-09-16 18:00:00'),
  489,
  'LESTER',
  18.4,
  -140.0,
  30,
  0,
  'TD',
  'Eastern Pacific',
  0.8544],
 [2981,
  Timestamp('2008-10-19 00:00:00'),
  839,
  'MARIE',
  10.6,
  -137.0,
  25,
  1009,
  'L',
  'Eastern Pacific',
  1.0],
 [2982,
  Timestamp('1994-07-24 06:00:00'),
  630,
  'GILMA',
  12.2,
  -140.4,
  135,
  0,
  'H4',
  'Eastern Pacific',
  1.4142139999999999],
 [2983,
  Timestamp('1992-10-09 12:00:00'),
  603,
  'TINA',
  23.8,
  -139.0,
  30,
  1010,
  'TD',
  'Eastern Pacific',
  1.118034],
 [2984,
  Timestamp('1986-09-22 18:00:00'),
  492,
  'ORLENE',
  15.4,
  -140.4,
  70,
  0,
  'H1',
  'Eastern Pacific',
  0.67082],
 [2985,
  Timestamp('1994-07-24 12:00:00'),
  630,
  'GILMA',
  12.0,
  -141.8,
  135,
  0,
  'H4',
  'Eastern Pacific',
  1.5033299999999998],
 [2986,
  Timestamp('2008-10-19 06:00:00'),
  839,
  'MARIE',
  10.6,
  -138.0,
  20,
  1010,
  'L',
  'Eastern Pacific',
  1.0],
 [2987,
  Timestamp('1992-10-09 18:00:00'),
  603,
  'TINA',
  24.0,
  -140.1,
  30,
  1010,
  'TD',
  'Eastern Pacific',
  1.029563],
 [2988,
  Timestamp('1987-09-26 06:00:00'),
  510,
  'OTIS',
  17.2,
  -135.7,
  30,
  0,
  'TD',
  'Eastern Pacific',
  1.702939],
 [2989,
  Timestamp('1993-08-27 18:00:00'),
  616,
  'GREG',
  21.1,
  -138.9,
  35,
  1005,
  'TS',
  'Eastern Pacific',
  0.806226],
 [2990,
  Timestamp('1994-08-03 06:00:00'),
  631,
  'LI',
  11.1,
  -140.0,
  25,
  0,
  'TD',
  'Eastern Pacific',
  0.806226],
 [2991,
  Timestamp('1987-09-26 12:00:00'),
  510,
  'OTIS',
  17.3,
  -137.4,
  30,
  0,
  'TD',
  'Eastern Pacific',
  1.315295],
 [2992,
  Timestamp('1993-08-28 00:00:00'),
  616,
  'GREG',
  21.2,
  -139.7,
  30,
  1008,
  'TD',
  'Eastern Pacific',
  0.5099020000000001],
 [2993,
  Timestamp('1994-08-03 12:00:00'),
  631,
  'LI',
  11.0,
  -140.8,
  30,
  0,
  'TD',
  'Eastern Pacific',
  1.204159],
 [2994,
  Timestamp('1988-07-29 12:00:00'),
  521,
  'GILMA',
  15.8,
  -136.0,
  40,
  1003,
  'TS',
  'Eastern Pacific',
  0.22360700000000003],
 [2995,
  Timestamp('1994-08-03 18:00:00'),
  631,
  'LI',
  10.9,
  -142.0,
  25,
  0,
  'TD',
  'Eastern Pacific',
  1.513275],
 [2996,
  Timestamp('1988-07-29 18:00:00'),
  521,
  'GILMA',
  15.9,
  -136.2,
  45,
  1000,
  'TS',
  'Eastern Pacific',
  0.22360700000000003],
 [2997,
  Timestamp('1988-07-30 00:00:00'),
  521,
  'GILMA',
  16.0,
  -136.4,
  45,
  1000,
  'TS',
  'Eastern Pacific',
  0.0],
 [2998,
  Timestamp('1988-07-30 06:00:00'),
  521,
  'GILMA',
  16.0,
  -136.4,
  40,
  1002,
  'TS',
  'Eastern Pacific',
  0.412311],
 [2999,
  Timestamp('1988-07-30 12:00:00'),
  521,
  'GILMA',
  16.1,
  -136.8,
  35,
  1005,
  'TS',
  'Eastern Pacific',
  1.2649110000000001],
 [3000,
  Timestamp('1988-07-30 18:00:00'),
  521,
  'GILMA',
  16.5,
  -138.0,
  30,
  1007,
  'TD',
  'Eastern Pacific',
  1.9416490000000002],
 ...]
In [21]:
for line in data_values:
    cur.execute("INSERT INTO storm_data VALUES(%s,%s,%s,%s,%s,%s,%s,%s,%s,%s,%s)",line)
conn.commit()

Checking Out the Inserted Data

We check by a simple select statement and a count of the number of rows in the table.
In [22]:
# LIMIT to 2 to safe time and space
cur.execute("SELECT * FROM storm_data LIMIT 2")
cur.fetchall()
Out[22]:
[(2001,
  datetime.datetime(1957, 8, 8, 18, 0),
  63,
  'NOTNAMED',
  Decimal('22.5'),
  Decimal('-140.0'),
  50,
  0,
  'TS',
  'Eastern Pacific',
  Decimal('1.140175')),
 (2002,
  datetime.datetime(1961, 10, 3, 12, 0),
  116,
  'PAULINE',
  Decimal('22.1'),
  Decimal('-140.2'),
  45,
  0,
  'TS',
  'Eastern Pacific',
  Decimal('1.166190'))]
In [23]:
# Checking the number of rows to be the same as our pandas dataframe loaded from the original csv
cur.execute("SELECT COUNT(*) FROM storm_data")
cur.fetchall()
Out[23]:
[(59228,)]

Loading SQL Result to Pandas

reference: https://gist.github.com/jakebrinkmann/de7fd185efe9a1f459946cf72def057e
In [24]:
import pandas.io.sql as iosql

sql = 'SELECT * FROM storm_data;'
df_sql = iosql.read_sql_query(sql,conn)
df_sql.head()
Out[24]:
fid date_time btid name lat long wind_kts pressure cat basin shape_leng
0 2001 1957-08-08 18:00:00 63 NOTNAMED 22.5 -140.0 50 0 TS Eastern Pacific 1.140175
1 2002 1961-10-03 12:00:00 116 PAULINE 22.1 -140.2 45 0 TS Eastern Pacific 1.166190
2 2003 1962-08-29 06:00:00 124 C 18.0 -140.0 45 0 TS Eastern Pacific 2.102380
3 2004 1967-07-14 06:00:00 168 DENISE 16.6 -139.5 45 0 TS Eastern Pacific 2.121320
4 2005 1972-08-16 12:00:00 251 DIANA 18.5 -139.8 70 0 H1 Eastern Pacific 1.702939
In [25]:
df_sql.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 59228 entries, 0 to 59227
Data columns (total 11 columns):
fid           59228 non-null int64
date_time     59228 non-null datetime64[ns]
btid          59228 non-null int64
name          59228 non-null object
lat           59228 non-null float64
long          59228 non-null float64
wind_kts      59228 non-null int64
pressure      59228 non-null int64
cat           59228 non-null object
basin         59228 non-null object
shape_leng    59228 non-null float64
dtypes: datetime64[ns](1), float64(3), int64(4), object(3)
memory usage: 5.0+ MB
In [26]:
conn.close()

Load New Data

In [27]:
df2 = pd.read_csv('https://dq-content.s3.amazonaws.com/251/storm_data_additional.csv')
df2.head()
Out[27]:
FID DATETIME BTID NAME LAT LONG WIND_KTS PRESSURE CAT BASIN Shape_Leng
0 97fc91afc6acbb8df4563a90b8b1c4fa 1851-06-25 00:00:00 1 NOTNAMED 28.0 -94.8 80 0 H1 North Atlantic 0.600000
1 174b0313d3601872c6fd2c65150eef1c 1851-06-25 06:00:00 1 NOTNAMED 28.0 -95.4 80 0 H1 North Atlantic 0.600000
2 74f4a8b3a417f9509ce5f285f5666a99 1851-06-25 12:00:00 1 NOTNAMED 28.0 -96.0 80 0 H1 North Atlantic 0.509902
3 a17379f02b1d82946a49cd865931e8ad 1851-06-25 18:00:00 1 NOTNAMED 28.1 -96.5 80 0 H1 North Atlantic 0.509902
4 013c8fb523008502e67c70c9ddc17dc5 1851-06-26 00:00:00 1 NOTNAMED 28.2 -97.0 70 0 H1 North Atlantic 0.608276
In [28]:
df.describe()
Out[28]:
fid btid lat long wind_kts pressure shape_leng
count 59228.000000 59228.000000 59228.000000 59228.000000 59228.000000 59228.000000 59228.000000
mean 29614.500000 648.398899 23.526400 -83.196863 54.726802 372.336800 1.201987
std 17097.795209 372.376803 9.464955 37.282152 25.133577 480.562974 0.834497
min 1.000000 1.000000 4.200000 -180.000000 10.000000 0.000000 0.000000
25% 14807.750000 344.000000 16.100000 -108.500000 35.000000 0.000000 0.707107
50% 29614.500000 606.000000 21.200000 -81.200000 50.000000 0.000000 1.029563
75% 44421.250000 920.000000 29.600000 -62.200000 70.000000 990.000000 1.431782
max 59228.000000 1410.000000 69.000000 180.000000 165.000000 1024.000000 11.180340
In [29]:
df2.describe()
Out[29]:
BTID LAT LONG WIND_KTS PRESSURE Shape_Leng
count 59228.000000 59228.000000 59228.000000 59228.000000 59228.000000 59228.000000
mean 648.398899 23.526400 -83.196863 54.726802 372.336800 1.201987
std 372.376803 9.464955 37.282152 25.133577 480.562974 0.834497
min 1.000000 4.200000 -180.000000 10.000000 0.000000 0.000000
25% 344.000000 16.100000 -108.500000 35.000000 0.000000 0.707107
50% 606.000000 21.200000 -81.200000 50.000000 0.000000 1.029563
75% 920.000000 29.600000 -62.200000 70.000000 990.000000 1.431782
max 1410.000000 69.000000 180.000000 165.000000 1024.000000 11.180340
In [30]:
print('Max length of NAME: ',df2.NAME.map(lambda x: len(x)).max())

Max length of NAME:  9
In [31]:
print('Max length of BASIN: ',df2.BASIN.map(lambda x: len(x)).max())

Max length of BASIN:  15
In [32]:
print('Max length of fid: ',df2.FID.map(lambda x: len(x)).max())

Max length of fid:  32
The column of fid needs to changed VARCHAR(32)to accommadate the max length and data type changes.

ALTER Column fid to VARCHAR(32)

In [33]:
conn = psycopg2.connect(dbname = 'ihw',user = 'postgres')
cur = conn.cursor()
cur.execute("""
ALTER TABLE storm_data ALTER COLUMN fid TYPE VARCHAR(32);
""")
conn.commit()

Inserting New Data

In [34]:
# convert df2 to list
data_values2 = df2.values.tolist()

for line in data_values2:
    cur.execute("INSERT INTO storm_data VALUES(%s,%s,%s,%s,%s,%s,%s,%s,%s,%s,%s)",line)
conn.commit()

Check the Total Number of Rows:

In [35]:
cur.execute("SELECT COUNT(*) FROM storm_data")
cur.fetchall()
Out[35]:
[(118456,)]
In [36]:
conn.close()
In [ ]:
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Portfolio Optimisation with Python

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