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Seaborn plot - chronological order
2019 Community Moderator ElectionPlot two graphs in same plot in RHow to put the legend out of the plotSave plot to image file instead of displaying it using MatplotlibHow to change the order of DataFrame columns?Seaborn plots not showing upPandas rename column names with certain patterns and do aggregationSeaborn stripplot of datetime objects not workingPlot Pandas Dataframe with Seabornselenium pandas dataframe constructor not properly calledLinePlot with Seaborn: View Limit Minimum Error
I have such a Seaborn spaghetti plot from dataframe. As you can see - the dates (in form of string; the first column is the dates of acq; the other - different research sites of measurment) are shuffled and I would like to put them chronologically like in the dataframe. I was looking for some hint on web, but not successful.
Here's my important part of code:
# library and packeges
import matplotlib.pyplot as plt
import matplotlib.lines as mlines
import pandas as pd
import numpy as np
import seaborn as sns
import os
from datetime import datetime
# Data test set for year 2015; 8 rapeseed fields.
data = 'Date' : ['3-Mar', '20-Mar', '20-Apr', '21-Apr', '29-Apr', '7-May', '30-May', '31-May', '7-Jun', '16-Jun',
'1-Jul', '2-Jul', '10-Jul'],
'Field_1' : [0.5840, 0.8159, 0.7789, 0.7665, 0.8510, 0.7428, 'mraky', 0.6820, 0.8714, 0.8902, 'mraky', 0.8289, 0.6877],
'Field_2' : [0.6196, 0.8291, 0.7686, 0.7848, 0.9935, 0.7406, 'mraky', 0.6952, 0.6952, 0.6952, 'mraky', 0.8119, 'mraky'],
'Field_3' : [0.6790, 0.9220, 0.8380, 0.8312, 'mraky', 0.7398, 'mraky', 0.7019, 0.7985, 0.8941, 0.6430, 0.7891, 'mraky'],
'Field_4' : [0.5570, 0.8285, 0.8084, 0.8340, 0.9095, 'mraky', 'mraky', 0.6675, 0.8648, 0.9536, 0.7933, 0.7641, 0.6566],
'Field_5' : [0.6085, 0.8404, 0.8036, 0.8009, 'mraky', 0.7811, 0.5960, 0.6685, 0.8815, 'mraky', 'mraky', 0.8438, 0.6959],
'Field_6' : [0.5187, 0.7611, 0.7920, 0.7935, 0.8554, 0.7151, 0.7929, 0.6657, 0.8697, 0.8842, 0.8055, 0.8304, 0.6531],
'Field_7' : [0.4110, 0.5756, 0.5911, 0.5538, 0.6688, 0.7373, 0.6962, 0.6345, 0.8210, 0.8376, 0.7750, 0.8033, 0.5736],
'Field_8' : [0.5225, 0.7648, 0.5691, 0.6819, 0.8134, 'mraky', 0.7281, 0.6799, 0.8590, 0.8786, 'mraky', 0.8475, 0.7056]
# Data set will be corrected. The string values will changed to None values.
def replace_string_with_None(data, value_to_find, value_for_replacing):
for key, value in data.items():
data[key] = [value_for_replacing if i == value_to_find else i for i in value]
return data
data = replace_string_with_None(data, "mraky", None)
print(data)
# Pandas DataFrame
frame = pd.DataFrame(data)
print(frame)
# Date string altered to Datetime
frame['Date'] = pd.to_datetime(frame['Date'], format='%d-%b', errors='ignore')
frame['Date'] = frame['Date'].apply(lambda x: x.strftime('%d-%b'))
print(frame)
# Seaborn lineplot style and aesthetics.
sns.set_style('whitegrid')
sns.set(rc='figure.figsize':(11.7,8.27))
sns.set_context("talk", rc="lines.linewidth": 3)
num = 0
for column in frame.drop('Date', axis=1):
num += 1
result = sns.lineplot(x = 'Date', y = frame[column], data = frame, marker='o', palette = flatui)
result.set_xlabel('Date of acquisition', fontsize= 20)
result.set_ylabel('NDVI value', fontsize= 20)
result.set_title('Time series of NDVI', fontsize = 22)
plt.xticks(rotation = 45)
plt.show()
plt.savefig('myfile.pdf')
Thanks!
python dataframe plot seaborn
|
show 1 more comment
I have such a Seaborn spaghetti plot from dataframe. As you can see - the dates (in form of string; the first column is the dates of acq; the other - different research sites of measurment) are shuffled and I would like to put them chronologically like in the dataframe. I was looking for some hint on web, but not successful.
Here's my important part of code:
# library and packeges
import matplotlib.pyplot as plt
import matplotlib.lines as mlines
import pandas as pd
import numpy as np
import seaborn as sns
import os
from datetime import datetime
# Data test set for year 2015; 8 rapeseed fields.
data = 'Date' : ['3-Mar', '20-Mar', '20-Apr', '21-Apr', '29-Apr', '7-May', '30-May', '31-May', '7-Jun', '16-Jun',
'1-Jul', '2-Jul', '10-Jul'],
'Field_1' : [0.5840, 0.8159, 0.7789, 0.7665, 0.8510, 0.7428, 'mraky', 0.6820, 0.8714, 0.8902, 'mraky', 0.8289, 0.6877],
'Field_2' : [0.6196, 0.8291, 0.7686, 0.7848, 0.9935, 0.7406, 'mraky', 0.6952, 0.6952, 0.6952, 'mraky', 0.8119, 'mraky'],
'Field_3' : [0.6790, 0.9220, 0.8380, 0.8312, 'mraky', 0.7398, 'mraky', 0.7019, 0.7985, 0.8941, 0.6430, 0.7891, 'mraky'],
'Field_4' : [0.5570, 0.8285, 0.8084, 0.8340, 0.9095, 'mraky', 'mraky', 0.6675, 0.8648, 0.9536, 0.7933, 0.7641, 0.6566],
'Field_5' : [0.6085, 0.8404, 0.8036, 0.8009, 'mraky', 0.7811, 0.5960, 0.6685, 0.8815, 'mraky', 'mraky', 0.8438, 0.6959],
'Field_6' : [0.5187, 0.7611, 0.7920, 0.7935, 0.8554, 0.7151, 0.7929, 0.6657, 0.8697, 0.8842, 0.8055, 0.8304, 0.6531],
'Field_7' : [0.4110, 0.5756, 0.5911, 0.5538, 0.6688, 0.7373, 0.6962, 0.6345, 0.8210, 0.8376, 0.7750, 0.8033, 0.5736],
'Field_8' : [0.5225, 0.7648, 0.5691, 0.6819, 0.8134, 'mraky', 0.7281, 0.6799, 0.8590, 0.8786, 'mraky', 0.8475, 0.7056]
# Data set will be corrected. The string values will changed to None values.
def replace_string_with_None(data, value_to_find, value_for_replacing):
for key, value in data.items():
data[key] = [value_for_replacing if i == value_to_find else i for i in value]
return data
data = replace_string_with_None(data, "mraky", None)
print(data)
# Pandas DataFrame
frame = pd.DataFrame(data)
print(frame)
# Date string altered to Datetime
frame['Date'] = pd.to_datetime(frame['Date'], format='%d-%b', errors='ignore')
frame['Date'] = frame['Date'].apply(lambda x: x.strftime('%d-%b'))
print(frame)
# Seaborn lineplot style and aesthetics.
sns.set_style('whitegrid')
sns.set(rc='figure.figsize':(11.7,8.27))
sns.set_context("talk", rc="lines.linewidth": 3)
num = 0
for column in frame.drop('Date', axis=1):
num += 1
result = sns.lineplot(x = 'Date', y = frame[column], data = frame, marker='o', palette = flatui)
result.set_xlabel('Date of acquisition', fontsize= 20)
result.set_ylabel('NDVI value', fontsize= 20)
result.set_title('Time series of NDVI', fontsize = 22)
plt.xticks(rotation = 45)
plt.show()
plt.savefig('myfile.pdf')
Thanks!
python dataframe plot seaborn
You need to convert your strings to datetimes, e.g.pd.to_datetime()
.
– ImportanceOfBeingErnest
2 days ago
Nope after pd.to_datetime and strftime, result is same or little bit different but still not ordered chronologically. :-(
– Lukáš Tůma
2 days ago
Sure,strftime
converts back to a string, which is what you should avoid. Note that you may of course provide a Minimal, Complete, and Verifiable example, which would allow someone to actually answer this question.
– ImportanceOfBeingErnest
2 days ago
Okey. I see, but I need only month and day in my plot. Is it possible?
– Lukáš Tůma
2 days ago
You need to distinguish between the position in the plot and the text labels you want to show. Changing the format of the text labels is possible once you have the correct plot.
– ImportanceOfBeingErnest
2 days ago
|
show 1 more comment
I have such a Seaborn spaghetti plot from dataframe. As you can see - the dates (in form of string; the first column is the dates of acq; the other - different research sites of measurment) are shuffled and I would like to put them chronologically like in the dataframe. I was looking for some hint on web, but not successful.
Here's my important part of code:
# library and packeges
import matplotlib.pyplot as plt
import matplotlib.lines as mlines
import pandas as pd
import numpy as np
import seaborn as sns
import os
from datetime import datetime
# Data test set for year 2015; 8 rapeseed fields.
data = 'Date' : ['3-Mar', '20-Mar', '20-Apr', '21-Apr', '29-Apr', '7-May', '30-May', '31-May', '7-Jun', '16-Jun',
'1-Jul', '2-Jul', '10-Jul'],
'Field_1' : [0.5840, 0.8159, 0.7789, 0.7665, 0.8510, 0.7428, 'mraky', 0.6820, 0.8714, 0.8902, 'mraky', 0.8289, 0.6877],
'Field_2' : [0.6196, 0.8291, 0.7686, 0.7848, 0.9935, 0.7406, 'mraky', 0.6952, 0.6952, 0.6952, 'mraky', 0.8119, 'mraky'],
'Field_3' : [0.6790, 0.9220, 0.8380, 0.8312, 'mraky', 0.7398, 'mraky', 0.7019, 0.7985, 0.8941, 0.6430, 0.7891, 'mraky'],
'Field_4' : [0.5570, 0.8285, 0.8084, 0.8340, 0.9095, 'mraky', 'mraky', 0.6675, 0.8648, 0.9536, 0.7933, 0.7641, 0.6566],
'Field_5' : [0.6085, 0.8404, 0.8036, 0.8009, 'mraky', 0.7811, 0.5960, 0.6685, 0.8815, 'mraky', 'mraky', 0.8438, 0.6959],
'Field_6' : [0.5187, 0.7611, 0.7920, 0.7935, 0.8554, 0.7151, 0.7929, 0.6657, 0.8697, 0.8842, 0.8055, 0.8304, 0.6531],
'Field_7' : [0.4110, 0.5756, 0.5911, 0.5538, 0.6688, 0.7373, 0.6962, 0.6345, 0.8210, 0.8376, 0.7750, 0.8033, 0.5736],
'Field_8' : [0.5225, 0.7648, 0.5691, 0.6819, 0.8134, 'mraky', 0.7281, 0.6799, 0.8590, 0.8786, 'mraky', 0.8475, 0.7056]
# Data set will be corrected. The string values will changed to None values.
def replace_string_with_None(data, value_to_find, value_for_replacing):
for key, value in data.items():
data[key] = [value_for_replacing if i == value_to_find else i for i in value]
return data
data = replace_string_with_None(data, "mraky", None)
print(data)
# Pandas DataFrame
frame = pd.DataFrame(data)
print(frame)
# Date string altered to Datetime
frame['Date'] = pd.to_datetime(frame['Date'], format='%d-%b', errors='ignore')
frame['Date'] = frame['Date'].apply(lambda x: x.strftime('%d-%b'))
print(frame)
# Seaborn lineplot style and aesthetics.
sns.set_style('whitegrid')
sns.set(rc='figure.figsize':(11.7,8.27))
sns.set_context("talk", rc="lines.linewidth": 3)
num = 0
for column in frame.drop('Date', axis=1):
num += 1
result = sns.lineplot(x = 'Date', y = frame[column], data = frame, marker='o', palette = flatui)
result.set_xlabel('Date of acquisition', fontsize= 20)
result.set_ylabel('NDVI value', fontsize= 20)
result.set_title('Time series of NDVI', fontsize = 22)
plt.xticks(rotation = 45)
plt.show()
plt.savefig('myfile.pdf')
Thanks!
python dataframe plot seaborn
I have such a Seaborn spaghetti plot from dataframe. As you can see - the dates (in form of string; the first column is the dates of acq; the other - different research sites of measurment) are shuffled and I would like to put them chronologically like in the dataframe. I was looking for some hint on web, but not successful.
Here's my important part of code:
# library and packeges
import matplotlib.pyplot as plt
import matplotlib.lines as mlines
import pandas as pd
import numpy as np
import seaborn as sns
import os
from datetime import datetime
# Data test set for year 2015; 8 rapeseed fields.
data = 'Date' : ['3-Mar', '20-Mar', '20-Apr', '21-Apr', '29-Apr', '7-May', '30-May', '31-May', '7-Jun', '16-Jun',
'1-Jul', '2-Jul', '10-Jul'],
'Field_1' : [0.5840, 0.8159, 0.7789, 0.7665, 0.8510, 0.7428, 'mraky', 0.6820, 0.8714, 0.8902, 'mraky', 0.8289, 0.6877],
'Field_2' : [0.6196, 0.8291, 0.7686, 0.7848, 0.9935, 0.7406, 'mraky', 0.6952, 0.6952, 0.6952, 'mraky', 0.8119, 'mraky'],
'Field_3' : [0.6790, 0.9220, 0.8380, 0.8312, 'mraky', 0.7398, 'mraky', 0.7019, 0.7985, 0.8941, 0.6430, 0.7891, 'mraky'],
'Field_4' : [0.5570, 0.8285, 0.8084, 0.8340, 0.9095, 'mraky', 'mraky', 0.6675, 0.8648, 0.9536, 0.7933, 0.7641, 0.6566],
'Field_5' : [0.6085, 0.8404, 0.8036, 0.8009, 'mraky', 0.7811, 0.5960, 0.6685, 0.8815, 'mraky', 'mraky', 0.8438, 0.6959],
'Field_6' : [0.5187, 0.7611, 0.7920, 0.7935, 0.8554, 0.7151, 0.7929, 0.6657, 0.8697, 0.8842, 0.8055, 0.8304, 0.6531],
'Field_7' : [0.4110, 0.5756, 0.5911, 0.5538, 0.6688, 0.7373, 0.6962, 0.6345, 0.8210, 0.8376, 0.7750, 0.8033, 0.5736],
'Field_8' : [0.5225, 0.7648, 0.5691, 0.6819, 0.8134, 'mraky', 0.7281, 0.6799, 0.8590, 0.8786, 'mraky', 0.8475, 0.7056]
# Data set will be corrected. The string values will changed to None values.
def replace_string_with_None(data, value_to_find, value_for_replacing):
for key, value in data.items():
data[key] = [value_for_replacing if i == value_to_find else i for i in value]
return data
data = replace_string_with_None(data, "mraky", None)
print(data)
# Pandas DataFrame
frame = pd.DataFrame(data)
print(frame)
# Date string altered to Datetime
frame['Date'] = pd.to_datetime(frame['Date'], format='%d-%b', errors='ignore')
frame['Date'] = frame['Date'].apply(lambda x: x.strftime('%d-%b'))
print(frame)
# Seaborn lineplot style and aesthetics.
sns.set_style('whitegrid')
sns.set(rc='figure.figsize':(11.7,8.27))
sns.set_context("talk", rc="lines.linewidth": 3)
num = 0
for column in frame.drop('Date', axis=1):
num += 1
result = sns.lineplot(x = 'Date', y = frame[column], data = frame, marker='o', palette = flatui)
result.set_xlabel('Date of acquisition', fontsize= 20)
result.set_ylabel('NDVI value', fontsize= 20)
result.set_title('Time series of NDVI', fontsize = 22)
plt.xticks(rotation = 45)
plt.show()
plt.savefig('myfile.pdf')
Thanks!
python dataframe plot seaborn
python dataframe plot seaborn
edited 2 days ago
Lukáš Tůma
asked 2 days ago
Lukáš TůmaLukáš Tůma
143
143
You need to convert your strings to datetimes, e.g.pd.to_datetime()
.
– ImportanceOfBeingErnest
2 days ago
Nope after pd.to_datetime and strftime, result is same or little bit different but still not ordered chronologically. :-(
– Lukáš Tůma
2 days ago
Sure,strftime
converts back to a string, which is what you should avoid. Note that you may of course provide a Minimal, Complete, and Verifiable example, which would allow someone to actually answer this question.
– ImportanceOfBeingErnest
2 days ago
Okey. I see, but I need only month and day in my plot. Is it possible?
– Lukáš Tůma
2 days ago
You need to distinguish between the position in the plot and the text labels you want to show. Changing the format of the text labels is possible once you have the correct plot.
– ImportanceOfBeingErnest
2 days ago
|
show 1 more comment
You need to convert your strings to datetimes, e.g.pd.to_datetime()
.
– ImportanceOfBeingErnest
2 days ago
Nope after pd.to_datetime and strftime, result is same or little bit different but still not ordered chronologically. :-(
– Lukáš Tůma
2 days ago
Sure,strftime
converts back to a string, which is what you should avoid. Note that you may of course provide a Minimal, Complete, and Verifiable example, which would allow someone to actually answer this question.
– ImportanceOfBeingErnest
2 days ago
Okey. I see, but I need only month and day in my plot. Is it possible?
– Lukáš Tůma
2 days ago
You need to distinguish between the position in the plot and the text labels you want to show. Changing the format of the text labels is possible once you have the correct plot.
– ImportanceOfBeingErnest
2 days ago
You need to convert your strings to datetimes, e.g.
pd.to_datetime()
.– ImportanceOfBeingErnest
2 days ago
You need to convert your strings to datetimes, e.g.
pd.to_datetime()
.– ImportanceOfBeingErnest
2 days ago
Nope after pd.to_datetime and strftime, result is same or little bit different but still not ordered chronologically. :-(
– Lukáš Tůma
2 days ago
Nope after pd.to_datetime and strftime, result is same or little bit different but still not ordered chronologically. :-(
– Lukáš Tůma
2 days ago
Sure,
strftime
converts back to a string, which is what you should avoid. Note that you may of course provide a Minimal, Complete, and Verifiable example, which would allow someone to actually answer this question.– ImportanceOfBeingErnest
2 days ago
Sure,
strftime
converts back to a string, which is what you should avoid. Note that you may of course provide a Minimal, Complete, and Verifiable example, which would allow someone to actually answer this question.– ImportanceOfBeingErnest
2 days ago
Okey. I see, but I need only month and day in my plot. Is it possible?
– Lukáš Tůma
2 days ago
Okey. I see, but I need only month and day in my plot. Is it possible?
– Lukáš Tůma
2 days ago
You need to distinguish between the position in the plot and the text labels you want to show. Changing the format of the text labels is possible once you have the correct plot.
– ImportanceOfBeingErnest
2 days ago
You need to distinguish between the position in the plot and the text labels you want to show. Changing the format of the text labels is possible once you have the correct plot.
– ImportanceOfBeingErnest
2 days ago
|
show 1 more comment
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You need to convert your strings to datetimes, e.g.
pd.to_datetime()
.– ImportanceOfBeingErnest
2 days ago
Nope after pd.to_datetime and strftime, result is same or little bit different but still not ordered chronologically. :-(
– Lukáš Tůma
2 days ago
Sure,
strftime
converts back to a string, which is what you should avoid. Note that you may of course provide a Minimal, Complete, and Verifiable example, which would allow someone to actually answer this question.– ImportanceOfBeingErnest
2 days ago
Okey. I see, but I need only month and day in my plot. Is it possible?
– Lukáš Tůma
2 days ago
You need to distinguish between the position in the plot and the text labels you want to show. Changing the format of the text labels is possible once you have the correct plot.
– ImportanceOfBeingErnest
2 days ago