Analysis
Loading data
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Cleaning Data
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Is it possible predict salary based on location? [In progress]
3
Data Analyst
$111K-$181K (Glassdoor est.)
5
Data Scientist
$111K-$181K (Glassdoor est.)
10
Data Scientist
$111K-$181K (Glassdoor est.)
13
Data Scientist
$111K-$181K (Glassdoor est.)
15
Data Scientist
$111K-$181K (Glassdoor est.)
18
Data Scientist
$111K-$181K (Glassdoor est.)
24
Data Scientist
$111K-$181K (Glassdoor est.)
26
Data Scientist
$111K-$181K (Glassdoor est.)
30
Data Scientist
$120K-$140K (Glassdoor est.)
32
Data Scientist
$120K-$140K (Glassdoor est.)
/shared-libs/python3.7/py-core/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
"""Entry point for launching an IPython kernel.
689
Data Engineer
$34-$53 Per Hour(Glassdoor est.)
3
Data Analyst
$111K-$181K (Glassdoor est.)
2480
Data Scientist
$12K-$112K (Glassdoor est.)
2274
Data Engineer
$71K-$122K (Glassdoor est.)
2280
Data Engineer
$71K-$122K (Glassdoor est.)
2285
Data Engineer
$71K-$122K (Glassdoor est.)
2291
Data Engineer
$39K-$69K (Glassdoor est.)
2466
Data Scientist
$12K-$112K (Glassdoor est.)
2468
Data Scientist
$12K-$112K (Glassdoor est.)
2473
Data Scientist
$12K-$112K (Glassdoor est.)
3
Data Analyst
$111K-$181K (Glassdoor est.)
2512
Data Scientist
$12K-$111K (Glassdoor est.)
2267
Data Engineer
$71K-$122K (Glassdoor est.)
2274
Data Engineer
$71K-$122K (Glassdoor est.)
2280
Data Engineer
$71K-$122K (Glassdoor est.)
2285
Data Engineer
$71K-$122K (Glassdoor est.)
2291
Data Engineer
$39K-$69K (Glassdoor est.)
2466
Data Scientist
$12K-$112K (Glassdoor est.)
2468
Data Scientist
$12K-$112K (Glassdoor est.)
2473
Data Scientist
$12K-$112K (Glassdoor est.)
Transforming salary estimate from string to int
/shared-libs/python3.7/py-core/lib/python3.7/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
"""
3
Data Analyst
$111K-$181K (Glassdoor est.)
5
Data Scientist
$111K-$181K (Glassdoor est.)
10
Data Scientist
$111K-$181K (Glassdoor est.)
13
Data Scientist
$111K-$181K (Glassdoor est.)
15
Data Scientist
$111K-$181K (Glassdoor est.)
/shared-libs/python3.7/py/lib/python3.7/site-packages/pandas/core/frame.py:3191: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
self[k1] = value[k2]
3
Data Analyst
$111K-$181K (Glassdoor est.)
5
Data Scientist
$111K-$181K (Glassdoor est.)
10
Data Scientist
$111K-$181K (Glassdoor est.)
13
Data Scientist
$111K-$181K (Glassdoor est.)
15
Data Scientist
$111K-$181K (Glassdoor est.)
/shared-libs/python3.7/py-core/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
"""Entry point for launching an IPython kernel.
3
Data Analyst
$111K-$181K (Glassdoor est.)
5
Data Scientist
$111K-$181K (Glassdoor est.)
10
Data Scientist
$111K-$181K (Glassdoor est.)
13
Data Scientist
$111K-$181K (Glassdoor est.)
15
Data Scientist
$111K-$181K (Glassdoor est.)
18
Data Scientist
$111K-$181K (Glassdoor est.)
24
Data Scientist
$111K-$181K (Glassdoor est.)
26
Data Scientist
$111K-$181K (Glassdoor est.)
30
Data Scientist
$120K-$140K (Glassdoor est.)
32
Data Scientist
$120K-$140K (Glassdoor est.)
3
Data Analyst
Lyndhurst, NJ
5
Data Scientist
New York, NY
10
Data Scientist
New York, NY
13
Data Scientist
New York, NY
15
Data Scientist
New York, NY
3
Data Analyst
Lyndhurst, NJ
5
Data Scientist
New York, NY
10
Data Scientist
New York, NY
13
Data Scientist
New York, NY
15
Data Scientist
New York, NY
18
Data Scientist
New York, NY
24
Data Scientist
New York, NY
26
Data Scientist
New York, NY
30
Data Scientist
New York, NY
32
Data Scientist
New York, NY
All positions
Job offers by state
0
TX
220
1
CA
213
2
IL
100
3
NY
95
4
PA
55
5
AZ
53
6
OH
22
7
FL
11
8
NJ
8
9
DE
2
Finding relevant words from job descriptions
[nltk_data] Downloading package punkt to /root/nltk_data...
[nltk_data] Package punkt is already up-to-date!
[nltk_data] Downloading package averaged_perceptron_tagger to
[nltk_data] /root/nltk_data...
[nltk_data] Package averaged_perceptron_tagger is already up-to-
[nltk_data] date!
/shared-libs/python3.7/py-core/lib/python3.7/site-packages/ipykernel_launcher.py:28: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
/shared-libs/python3.7/py-core/lib/python3.7/site-packages/ipykernel_launcher.py:29: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
/shared-libs/python3.7/py-core/lib/python3.7/site-packages/ipykernel_launcher.py:30: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
/shared-libs/python3.7/py-core/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
/shared-libs/python3.7/py-core/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
/shared-libs/python3.7/py-core/lib/python3.7/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
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Adding a status
/shared-libs/python3.7/py-core/lib/python3.7/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
3
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