Commit 80cb14e2 authored by Simon Clarke's avatar Simon Clarke
Browse files

Draft of kNNN notebook.

parent 33b7ec75
......@@ -1211,7 +1211,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
"version": "3.8.5"
}
},
"nbformat": 4,
......
%% Cell type:markdown id: tags:
 
# Advanced Plotting with Pandas
 
%% Cell type:markdown id: tags:
 
For basic plotting see the notebooks:
 
* [Matplotlib](https://gitlab.erc.monash.edu.au/ads1001/python-data-science-resources/-/blob/master/03-BeginnerToAdvanced/04-PlottingMPL_Intro.ipynb)
* [Pandas](https://gitlab.erc.monash.edu.au/ads1001/python-data-science-resources/-/blob/master/03-BeginnerToAdvanced/05-PandasWeather.ipynb)
* [Seaborn](https://gitlab.erc.monash.edu.au/ads1001/python-data-science-resources/-/blob/master/03-BeginnerToAdvanced/06_Seaborn.ipynb)
 
For further advance plotting with Pandas see [Pandas Doc](https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html#plotting-tools). For Matplotlib, see the [Examples](https://matplotlib.org/stable/gallery/index.html) and [Tutorials](https://matplotlib.org/stable/tutorials/index.html).
 
%% Cell type:code id: tags:
 
``` python
%matplotlib inline
import matplotlib.pyplot as plt
import seaborn as sns; sns.set()
import numpy as np
import pandas as pd
```
 
%% Cell type:markdown id: tags:
 
## Contents
 
%% Cell type:markdown id: tags:
 
* Timeseries
* Subplots
* Groupby
* Three-dimensional plots
* Saving files
* Exercises
 
%% Cell type:markdown id: tags:
 
## Timeseries
 
%% Cell type:markdown id: tags:
 
Here we will show some examples of plotting techniques using the MicroSoft share prices downloaded from [Yahoo Finance](https://finance.yahoo.com/quote/MSFT/).
 
%% Cell type:code id: tags:
 
``` python
msft = pd.read_csv('MSFT.csv')
msft.dtypes
```
 
%%%% Output: execute_result
 
Date object
Open float64
High float64
Low float64
Close float64
Adj Close float64
Volume int64
dtype: object
 
%% Cell type:markdown id: tags:
 
The `Date` field is a string, so to work with the field we need to convert it to a datetime field. First we need to know the format, which we can view the header.
 
%% Cell type:code id: tags:
 
``` python
msft.head()
```
 
%%%% Output: execute_result
 
Date Open High Low Close Adj Close \
0 2020-05-11 183.149994 187.509995 182.850006 186.740005 184.861435
1 2020-05-12 186.800003 187.039993 182.300003 182.509995 180.673965
2 2020-05-13 182.550003 184.050003 176.539993 179.750000 177.941742
3 2020-05-14 177.539993 180.690002 175.679993 180.529999 178.713898
4 2020-05-15 179.059998 187.059998 177.000000 183.160004 181.317429
Volume
0 30892700
1 32038200
2 44711500
3 41873900
4 46610400
 
%% Cell type:markdown id: tags:
 
Now the field can be converted to a datetime field, and set as the index.
 
%% Cell type:code id: tags:
 
``` python
msft['Date'] = pd.to_datetime(msft['Date'], format='%Y-%m-%d')
msft.set_index('Date', inplace=True)
msft.head()
```
 
%%%% Output: execute_result
 
Open High Low Close Adj Close \
Date
2020-05-11 183.149994 187.509995 182.850006 186.740005 184.861435
2020-05-12 186.800003 187.039993 182.300003 182.509995 180.673965
2020-05-13 182.550003 184.050003 176.539993 179.750000 177.941742
2020-05-14 177.539993 180.690002 175.679993 180.529999 178.713898
2020-05-15 179.059998 187.059998 177.000000 183.160004 181.317429
Volume
Date
2020-05-11 30892700
2020-05-12 32038200
2020-05-13 44711500
2020-05-14 41873900
2020-05-15 46610400
 
%% Cell type:markdown id: tags:
 
To plot a single field as a function of time, we can use the builtin `df.plot()` routine. By default this creates a line plot. Since the `pandas` plotting routines are just wrappers around `matplotlib` routines, we can then annonate the figure using `matplotlib` functions. In this case we use `plt.fill_between()` to show the range of the share price for each day.
 
%% Cell type:code id: tags:
 
``` python
msft['Close'].plot()
plt.fill_between(msft.index, msft.Low, msft.High, color="b", alpha=0.2);
plt.title('MicroSoft Closing Price ($)');
```
 
%%%% Output: display_data
 
![](data:image/png;base64,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)
 
%% Cell type:markdown id: tags:
 
Another common task that we might want to do with timeseries is plot two fields with different scales, which requires different axes on the left and right. This can be done with `ax.twinx()`, however with `df.plot()` we just need to specify the keyword `secondary_y` and the name of the field with the axis on the right. We also set `mark_right=False`, so this information is not included on the legend.
 
%% Cell type:code id: tags:
 
``` python
plt.figure();
ax = msft[['Close', 'Volume']].plot(secondary_y=["Volume"], mark_right=False)
ax.set_ylabel("Share Price");
ax.set_ylim((50,300))
ax.right_ax.set_ylim((.0,1.e8))
ax.right_ax.set_ylabel("Volume");
```
 
%%%% Output: display_data
 
 
%%%% Output: display_data
 
![](data:image/png;base64,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)
 
%% Cell type:markdown id: tags:
 
To change the format of the dates, we can use `DateFormatter` and set the major format of the x-axis. The field `%b` indicates to print the month as a three-letter abbreviation, and `%Y` prints the year in four-digit format.
 
%% Cell type:code id: tags:
 
``` python
from matplotlib.dates import DateFormatter, MonthLocator
from pandas.plotting import register_matplotlib_converters
register_matplotlib_converters()
 
plt.figure();
ax = msft['Close'].plot()
date_form = DateFormatter("%b %Y")
ax.xaxis.set_major_formatter(date_form)
plt.title('MicroSoft Closing Price ($)');
```
 
%%%% Output: display_data
 
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)
 
%% Cell type:markdown id: tags:
 
To change the number of ticks on the x-axis we can use `MonthLocator`, where here we set the interval to be four months. Then using `fig.autofmt_xdate()` we can control the rotation and horizontal alignment (ha) of the string.
 
%% Cell type:code id: tags:
 
``` python
fig = plt.figure();
ax = msft['Close'].plot()
ax.xaxis.set_major_locator(MonthLocator(interval=4))
ax.xaxis.set_major_formatter(DateFormatter('%b %Y'))
fig.autofmt_xdate(rotation=0, ha='center')
plt.title('MicroSoft Closing Price ($)');
```
 
%%%% Output: display_data
 
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z7x24A1L7+yFBDJ2/JCyGEqJBTOcgbK3LsKpWKUIOWuMgQPJVmtxp0GlSAtbOPrhFCCFG1JR9lrNmR+utr+1O5goFKpSLEoJGWvBBCdFYut4ecIivlNieFpfbA9mhjzclNvbtG1tgWotd23hmvQgjxS/f25lR2Ha45sTO6lpZ8bUL0Gmx2ackLIUSnlJ5dRr/uUUwf2wtjmI68Yiubd57BGKZr1POlJS+EEJ2U2+Mhr9jKpQNNgSGTfbtFMXZIYqOPEWrQYO2gnLzUkxdCiHrkl9hwexQSYsKafYzwEB1lFmcrnlXjSZAXQoh6nC/wjqZJjGt+kE8yhZNXbMXaAXl5CfJCCFEP/7j4xNjmB/me8REoQFaepZXOqvEkyAshRD1yi62EGbSBMgXN0TPBW0DsTE77F1mTIC+EEPUoLLUTFxXSomPERBgwhurYfzyvxqQol9vDyk1HOJffNq18CfJCCFGPglIbsREtKxGsUqmYOe4iUs8UseD//YcXPzjAtweyADiXb+GHQ+fJzDO3xunWIEMohRCiHoWlNvp1j2rxca67rAe9u0ay/0Qe+4/l8d62Y1w+OIHcIu9iIy0ZvVMfackLIUQdbA4XFpuLuMiWpWv8+nWP4leT+jHrqt4AlFjs5BZ7g3x8TGirvEZ1EuSFEKIO/jo1sa28opO/RHGJ2UFOYTmR4XpCDW2TWJEgL4QQdSgs9a7PGhvROi15P3/1ymKLndwia5u14kGCvBBC1CnPl0rp0sLRNdX5lwYsNTvIKSonIVqCvBBCtKv9x/M4llFMmEFLTAtH11QXZtCi1ajJL7FRbHZgasMgL6NrhBCimpzCcl775GcABvWMRuVbyq+1qFQqosL1nD5fCkBsK3Xs1kZa8kIIUc2JzJLAzz0TItrkNaKNetLOeYN8Sydb1UeCvBBCVHMiszjwc2MXBmmqKKMhsExgXCuP3qlM0jVCCFHNyawSBvSIpldCBBNGdm2T16hc8EzSNUII0U7Kyh1kF5QzvE8sv762P2EhzS9MVp8RfeMCP2s1bReKJcgLIUQlJ7O8+fj+3aPb9HX6JtVc8LstSLpGCCEqOZlZgkat4qLEtulw9dOo1dwzYwgGvaZNX0eCvBBCVHIiq4SLEiPQ69o2+AJcMazx68Q2l6RrhBBtTlEUvtiXwaG0go4+lXo5XW7Ss0vbPFXTnqQlL4Roc9//dI4PvjyBCrh5Yl+mjunZ6hOMWkP6+TJcbqVVSgt3FhLkhRBtbuueDPolRREbaeDjb0+RlWcmLERHicXBPTMGo9O2fWqkMU76JkH1S5IgL4QQDUo5lse7W49itjqZMLEvN4zpSZLJyLrv0wL7dIkM4VeT+3XgWVY4kVlCQkwokb5SwMFAgrwQolXYHC4KS+106xIe2PavL49jtjoB75BE/zJ4PeKNpGeXciS9iLRzJXUdsl0pisLJrBJG9evS0afSqqTjVQjRKj748gTL/rGbYrN3oQ27043FF+ABelUakjiqXxduuqoPCbGhgZWROtr5wnLMVmdQ5eNBWvJCiFZyrsACwFNv76F7vJFT50pxuDzcOqkvMUYDOm3NNmV8dCg/mB3YnW4M7TBksT7+fHx/CfJCCFGT3td5WlrupNTi5MphiQzrHceo/nWnP0y+FZHyiq10Nxnb5TzrUlTm/QbSlrXdO4IEeSFEqygstTGwRzT/fd0AesQ3LmAnxHiLdOUVdXyQL7e70GvVbVpHpiM06mpee+01pk+fzvTp03nhhReqPLZ69WruuOOOwO+pqanMmTOHKVOmsHTpUlwuV+uesRCi01EUhaIyOxd1jWh0gIeKVnNOUcfn5a12F6EhwdfubTDI79ixg+3bt7Nu3TrWr1/P4cOH+eKLLwA4efIkb775ZpX9Fy1axBNPPMG2bdtQFIU1a9a0zZkLIToNi82Fw+UhpokLXhtDdUSG6zmXb2mjM2s8q91FmOEXGORNJhNLlixBr9ej0+no27cv586dw+Fw8MQTT7BgwYLAvllZWdhsNkaNGgXAnDlz2Lp1a5udvBCicygstQEQ24y1UHuYwsnIM7f2KTWZ1e4iNAiDfINX1L9//8DP6enpbNmyhQ8++ICXXnqJm2++me7duwcez83NxWQyBX43mUzk5OQ06YTi4jo2L9deTKa2rXAnWkbuT+PlFpXz1Kq9APTtFdvk965/r1g+++E0sbHhaOrJh7f1PXF6FKKMhqC7943+2Dpx4gTz5s1j8eLFZGVlkZ2dzaOPPsru3bsD+3g8nir1KBRFaXJ9ioICMx6P0qTnXGhMpgjy8so6+jREHeT+NCy/2Mr5wnKG9Ykj5WguAEmmcIw6VZPfuzijHqfLw6HjuVUmUlXWHvek1OwgMkx/wd17tVpVb+O4UR2vKSkp3HnnnTz88MPMnj2bTZs2ceLECWbNmsWyZcs4dOgQDzzwAImJieTl5QWel5+fT3x8fMuvQgjRqWzbm8EbGw4BkFNUDsDSOy5tVg0af0dtZgenbLw5+c5RQ6c1NdiSz87OZv78+fzlL3/hiiuuAGD58uWBx3fv3s1rr73Gyy+/DIDBYCAlJYVLL72UDRs2MGHChLY5cyFEh7FYnVjtbjwehfMF5cREGAjRNy+f3TUuHI1aRUaumcsHJ7TymTbeLzYnv3LlSux2OytWrAhsu+222/j1r39d6/7JycksW7YMs9nM0KFDmTt3buudrRCiU7DYvEOjrQ4X5wvLqyxK3VQ6rZrEuDAycluvJf/WxiMM7hXD+BEVi3ArisK3P55jeJ9YukRVnfDkcntwuDxBObqmwStatmwZy5Ytq/PxMWPGMGbMmMDvgwYN4uOPP26dsxNCdErldm9NGqvNG+Rb2gLvEW/keEZxrY+53J5AkbPaeDwKm3edYeLFSRhDdTicbnYePs/Ow+cZ3ieWKKN3xE9usZV/bjtG326RLJ07utr1eD+0grElH1xTu4QQ7aLc15LPK7ZisblIaEFLHqCHyUhhqR2LrWYw//jbUzz0l+/qfG76+TI++T6NNz89DEB+iS3w2P7jFX2Ex88WA1BktuP2eCgtdwQes0qQF0KICv50zenz3pEoLUnXAHT3d77WkrL56VQB2QUWbI7aZ8/7A/Sh04WA94PHz2yreM4x3zcFl8vDF3sz+eNfd5CaXljlGMGYrpEgL4RoMn9L/vS5UgAS41oY5H11a6rn5YvK7OQUekfvVG6hV1ZWqUVeVGavUrrYH7yBQDqotNzJicxiXG4Pr6z9mVPnSrDapCUvhBAAOJxuXG4PAOnnS9Fq1HSJbFo5g+qijXqMoboawyiPnikK/Fx3kK9I8fzpvX0cPJmPQachKlwf+DAqLXeQX2JjeJ84AA6fLqRLVAhR4XpeXvMTJ3xlho2huhZdR2ckQV4I0STllVrHBaV2EmJCUatbtii3SqWiR7yxRks+9UxRoA59QV1B3upArVLx5J2XoVapOJxehCk6lLAQbeBc07O9aaWxQ7wdxA6Xh8TYMP542ygcLg+f7ToDQHQzyjJ0dhLkhRBNYrFVzY23NB/v191kJCvPwpNv7+HdrUcBb5Af3icOvU5TJddeWanFiTFUS6/ECJ64czSXDjBx2SATYQYtVl9Hbnp2KSpgZL84NL4PpKhwPV2iQ+kSFYLT5UGrURH+S6xCKYQQlVmrBfmWjqzxG9QzGofLQ0aume9+PEdesZWCUhuDe8WQEBtaa0s+p7CcrDwzEWHehbcjwvTMnzOcmVf2JjRES7ndDcDp7FIS48IIC9ER50stRRq9z4n1/R4VbmhyGZYLgQR5IUSTVB/m2Fot+SG9Y9FXWiIw1ZePH9QrhrioUIp8a8dW9uibuzh1rpSIsJq59DCDN12jKAqnz5fRu2skQKBmfFS4NzXjr5wZ7Qv6wUaCvBCiScqrp2taOLLGz6DTMLKfd6nAKKOeo2eLiAzX0y0uDGOorspImdqeW50/XVNUZqfU4ggEeX+OPyrcG9T9LftoY/Dl40GCvBCiCRRFYe/RXHRaNXGR3qDYWi15gDunDuKKoQlYrC5SzxQxqGc0KpWK8FBdjQ+XyrJqWXQk1NfxejrbO8zzoq7eEsI6Xzlj/3DJGN91RElLXgjxS3cqq5QfT+Yz+6o+xESEYAzVteqww1CDlm5dwnG5PZSYHQzsEQ1AeIiuyqgeAKfLHfj5qpHdahwrzKDF5VY4nlGCRq2ip2/C1bDesUBFmkZa8kI0oKjMzjtbjgbGTovgda7A22IePdBE17gwBviCcGsKr/ShEe9b6Ds8VIfT5cFqd/HJ92mU25yBTtVfX9ufmeMuqnGcsBDvcY6kF9LdZAyUQb5hTE+eu2dMYJZtfIy3WFmX6JaN9e+sgm+8kGh37249ysFTBYweaGKYb7KJCE45ReVo1CpiI0O4c+og2mJ5H2NIRZCP9aVS/IH/0OlCNu1IJypcz5CLYgCIqOObhL9EQVa+hYmjKlr6KpWKrnEVi5N0iQrliTtHN2kB8guJtORFi/krBDa3nri4cOQVWekS7Z38pFKpULfBkMPKY9VjfQuD+7fl+hYoOZRWgNXXkq+rFEHl7Rf5Ol3rclFiJBp1cIbD4Lwq0a4CHWLBN8RYVJNbZCUhJrThHVugcrrGoNdU2ZZT6J0QdfRscaCKZFgdE5guSqxYq7V3A0E+mEnTS7SYv0PM5ZKcfDBTFIXcYiv92yAPX1l4SM30iz/I+1vydqebn08VAHW35CPD9Sy/dyxHzhTR3VT72rG/BBLkRYv5W/LS8Rrcisrs2BzudmjJ1wxLgZZ8sRW9Vo3bo7DvmHcB8frKAyfEhrXajNwLlaRrRJP9dDKff247hqJ4u938wd0pQT6oHTiRD8BQ3xDEtuKf2BSir5jg5B+mWWJ2EG000C8pKlB9MhjLA7cmeXdEk/1w6Dz7juYy6eKkwDA0AJe7LcZaiM5i39FckrqEVxmZ0hZUKhX/O2d4ldEuYZVSOMYwHcP6xHIsoxiVquqHgahJWvKiyc75ZhfuTs2pkqKRnHzwKrE4OJ5ZzKUDTe3yepcMMGGKrkgLheg1gZE8xlAdw3p7h+qGGbRBWVSsNUmQF03icnsCK/XsSc2h1FKxKo+ka4LXgeN5KAqMHhjfIa+vUqkCo2giwnT0SDASEaaTVE0jSJAXTZJTZMXtURjcK4a8YhsplRZKlo7X4JVyLJeEmFCSOnCUin92rU7rbdVfNaJbm8y4DTYS5EWT+FM1M8ddhFaj4tPtpwOPSbomOJmtTlLPFDN6UHyHpkamXN4DAK3Gew63TOzL3TOGdNj5XCgkyIsmKSr1LtzQI8HI8D5xWGyuwMgHSdcEpwPH8/AoSrvl4+vSv3s0D//XKG4a37tDz+NCI0FeNInZ5kKl8g5bG+NbL3NQz2hARtcEq11HcugSFUKvhIiGd25jQ3vHVhlpIxomQV40icXqJDxEh1qlYmTfLsTHhHLJQBMatUpy8p2A3eEO1BJqDTlF5aSeKeKqEV1lFMsFSoK8aBKLzRmYfWjQa1gx7wrGDklEq1HjlJx8h3I43Tz73j6ee28fbk/r3IvPdp5Bo1YxfkTNeu3iwiBBXjSJxerEWEtBKK1GWvId7aNvTnEu30JOkZXdR3JafLyzOWVsP5jNdZf1ICYiOBfU+CWQIC+axGx1VakS6KfVqoMyyJ/NKeM/P53r6NOo1ZufHmbV5lQADp4q4Kv9mVw7ujum6BD2Hc1r4NkNyy7wzoe4cnjXFh9LdByZSSCaxGJz0q1LzbHSOo0apyu4Ol7zi608tWovAKMHxXeqiTc2h4u9R3OJiwqhtNzBqs2pJHUJ59aJfSkqs5OZa27xa9idvnrtUjbggiYtedEkZquz1iqBWk3naMlvP5jNntSWpyoAfk4rCPzsXwy6sziSXoTbo1BQYuOdzUex2Jzce+NQdFoNXePCySu2tbiPxOYrIS21YS5sEuRFo7ncHmwOd60LN3eGIO9RFN7enMrfNhxuleNZHRULRZ8617mC/EFfLXW3R+HHk/nMGHdRoKBX17gwPIrCc//cR16xtdmvYfO15A0S5C9oEuRFo/nrxte2qINOq+rwyVAZORUpCn+qoSWsdhdqlYqucWGcyipp8fFai6Io/JxWQGS4PrDtkv4VE5W6xnnrp5/NMbNl15lmv47N4UanVQftsni/FHL3RKP5x1/Xma7p4CGUR84UBn7OzGt5TtpqdxFq0NC3WxRp50oD9fM7WkaumaIye5XFqSv3kyRWWiTjcHphs8/b5nBLqiYINCrIv/baa0yfPp3p06fzwgsvAPDhhx8yY8YMZs6cyaOPPorD4a1GmJqaypw5c5gyZQpLly7F5XK13dmLdmWxeYO8sZaWvDdd07FB8ERGCXqt90/67PmyFh/PG+S19EmKxGx1ktuC1Edr8qdqrh6VFNimVldMVArRa1k2dzS/vqY/ecU2zuY07wPP7nAFFvAQF64Gg/yOHTvYvn0769atY/369Rw+fJg333yTlStX8u9//5tPP/0Uj8fDv/71LwAWLVrEE088wbZt21AUhTVr1rT5RYj24V+JJyJMX+MxrUbdoekaRVFIyy5l9KB4IsN0HMsobvExrXY3oQYt/bpFAZCW1Tny8gfTCuiVGEFMhIFpY3tx/83Da+zTp1skY4cmoFapAsvkNZW3Jd95RhSJ5mkwyJtMJpYsWYJer0en09G3b18cDgdPPvkkRqMRlUrFgAEDOHfuHFlZWdhsNkaNGgXAnDlz2Lp1a1tfg2gnZeXeb2sRYbW15Dt2MlRRmZ1Si4PeXSMZ2a8LB08VtHh0idXuIlSvoVuXcAx6DafOdXxe3mx1ciqrhJF9vYtm3DKxLxf3r71wWESYnkG9otl7NLdZKRtJ1wSHBj+m+/fvH/g5PT2dLVu28MEHH3DRRRcBUFhYyPvvv8/y5cvJzc3FZKr4gzOZTOTkNG04W1ycseGdgoDJ1PHFnprK7atd0rtnLPpqX+ON4QZyi60ddl3Hs73pmUuGJNKvVyz/OZjN42/vIfn+q4iJDGny8UymCJwehbioEBISIhnYM4azueYOuz5FUcjMNXMyuwxFgQmX9mjUuUwa3ZO/fvwTFpdC726RAGTklLFt1xnunDEErabudp5bUYg0GjrN32pnOY8LTaO/i504cYJ58+axePHiQIDPycnh7rvv5uabb2bMmDGkpKRUKWKkKEqTixoVFJjxeDpHB1dbMZkiyMtrec64vZ3PMxOi11BSXF7jMbfLjc3u7rDr+uloDhq1CqNOTURMCEMviuFwehHf7DnDVSObVnfFf3/MFgfxUSHk5ZXRwxTO1t1nyTxX3CF56jc/PcwuX6mCiDAd0aHaRr3X/btGoFLB5zvTmTOhDwAffXGMbw5kYTRouObS7nU+t8ziICJU1yn+Vi/U/5n2oFar6m0cN6rjNSUlhTvvvJOHH36Y2bNnA3Dq1Cluu+02Zs+ezfz58wFITEwkL69iOnV+fj7x8R2zXJhofeZyZ62pGuj4cfKns0vpEW9Ep1Wj1ah58L9GEWbQktaCSUzldhchvlmufbtF4fYonGmFDt3mOFlpCGd3kzGw3mlDIsP1DOwRzT5fykZRFA6eygfg0x9OY7XXPTDC7pR0TTBoMMhnZ2czf/58kpOTmT59OgBms5m77rqLhQsX8rvf/S6wb1JSEgaDgZSUFAA2bNjAhAkT2ujURXsrK3fU2ukK3rIGHRXkPYpC+vkyeneNDGxTq1T07hZJWgsmMdkc3iGU4O3IBFp0vJYoszoZ1a8LWo2aG8b0bNJzRw+K53xhOefyLZzLt1BQaufqUd0oK3eyZXfd4+htdul4DQYN3sGVK1dit9tZsWJFYNu0adPIz89n1apVrFq1CoDJkyezcOFCkpOTWbZsGWazmaFDhzJ37ty2O3vRrkrLncTWUY1Q24GToc4XlGNzuKsEeYA+XSPZtDMdu8Pd5FmbTpcbl1sh1BfkIsP1aNQqyqyOBp7Z+pwuD3aHm97dIrn/5uFNToFeOsDE6s+P8/jKPYz2re509ahu2BxuPt+TwaSLu9eoMqkoirTkg0SDQX7ZsmUsW7asxvZ58+bVuv+gQYP4+OOPW35motMpK3fQK7H2zi/vZKiO6Uvx15Xp3bXqufXpFomiQPr5Ugb2jGnSMa12X3GuSkXJQg1abA53tf1c7E7NYczghDYrYOafhGYM1TVr4Y4oo4HLB8ezJzWXAye8qZqwEB1zJvRh39FcPt97lv+a3L/Kc1xuD26PIkE+CMh3MdEoiqJQVk9OPjxEh0dRKLc52315ttPZpRj03sJclflHk6RlNyfIe3PV/nQNeAt1+Yt2KYpCyrE8PvjqBEVldpwuD9eN7tGSy6iTpVKQb677Zg0jI3dXoHxwmEGLMVRHr8SIWidL+ev2yGSoC5+UNQhyG3ek88rHB1EUhS27z1BiaV66wWp34/YoRITWnpPvEuUdpphfYmv2uTbX6exSLkqIqDLrEyAyTI8pOqRKHt3jUTiZ2fB4d6vDH+Qr2kEhei2HTxfyuxVf88aGw7y+/hDGUB0GnYbcwsbPhnU43WTlWxq9v7kVgjxUrTkU5ruuxNgwMvPMbN51BnulbykVFSilHXihkyAf5E5kFHMkvZDzheV89M0p9jRzxaD8Em8Qi4uqfcx5l+iOCfJOl4eMXHOg1V5dH1/dGb91/0nj/1ankH6+/g5Uf8ALqdSSDTFoKPXN+t13NJdR/brwxJ2jSYwNI6eWYaV1+eT7NB7/x26yC6oG+p2Hz/OPTUdq7N96Qd4bsEMNmsAHYmJsGGXlTj7+9hTfHMgK7PvjSW/phLrSc+LCIUE+yBWb7ThcHs7keIf+FVvszTqOv2RtfHRorY93ifJuz2/n+i65xVZcbiVQZre63l0jKSqzU1Tmve6UY94hvhkNLKphd3o7kfWVctKh1Vq1Ey/uhkatJj4mlNyi+q/bancFRh+l+4ZhbtuTUWWftzYeYceh8zXmibRWkPen0cIMFcepXMzM45sVqygK3xzIom9SZJ3vq7hwSJAPcsVmb3rmhC9FUVzWvHSNP4iZ6gjy4SFaQvQa8tq5JW/2lVqoXHa3sspDH09kFnO+0NvizmigaJfDX0tdWzUn7zeibxxDe8cCEB8TSkGJrc4hpA6nm6dX7eXpd/ZSanFQYvZ+4Ow6fB6bLy3kqVR2wF8+InCNgSDfstSJv3poeKU1ehPjKoJ8se+DMPVMETmF5Uy6OAlx4ZMg34lY7S7KfZUeW4PT5QkEiBMZviBvblxLvqjMzt82HArUkM8pshIRpiOslkW8AVQqFV2ivMGuPZmt3vOrrTImQK8Eb0v0r+t+Zvnq/Wh8aYqzOfVPanK4vEFer6v4F/F3wkaG6Xjg1pGBOuvxMaG4PQqFpbVf+7Y9Z8kttpJTaOX5f+0nt8jK4F4xOFwePvkujdT0QvYfq5hEWL3fxGx1YtBp0Glb1gnqz8lXvocJMWGBb2cFvvP/5kAWxlAdlw2SiYzBQIJ8J/KXNT/xvy//B6er5QteAIEWI1TUV29skP/uxyz2pHqH1wHkFpUTH1N7K97PFB1CXkn7pmsC5Y/rSGXotJpAy/W/r+1P8h/GMemSJM7mmqu0nqtz+NM1lXPyvnRN9YXM/UGyeilij6Jw8FQBG3ec4dIBJh761UgKSm0owORLkogK1/NlSiYv/vtHXl9/KPC8Ul+Qd7k9fPj1CT7fm9EqQxn970Pl0U86rZoV913BiL5xFJZ601oHjuczfkTXFn+oiM5Bus47CafLHZi6/uW+TKaO7dXiY/pTNZWV1LKtNv7RF1l5FtLOlZKRa2ZE3y71PscUHcqR9KJm1Sxqrsbkqx/41UhsdncgvdIrIYJv9meRX2wlPias1uf40zX6WtI11cfDx/kKoBWWVv0A3X8sLxC8b53cj/joUB68dSSf/pDOwJ4x3H/zCApKbUSG6Si3uyixOHhv6zFKLA7Kyh28sf4QR88WM7xPHCN8VSdbItCSr2U8f2ykdxTSf346h0dRqixIIi5sEuQ7iZOVapUfOl3YSkHeG3Q0ahVuX2deud2F3elucPyz2Zem+elUPinH84gK1zPpkvpztKboUOxON6XlTqLqyJG3NrPViVajrpJWqa6vrx68n78z8WyOmbc/S2Xypd25fHBClX3sLn9LvuK4/pa8ttpQzegIAyqoka7JKfLm/5+96/JAa39gzxgW+cbsG0N1gT4D8JZReG/rMYrK7CxfvZ/8Eht3TR/MlcO71v8mNJI/J19byi0u0oDZ6uSLfRkM6x1b54efuPBIuqaTOHa2CJUKRg80tcrSdQBFviB/2zXe2Yz+zsmSRqRs/C1kgOlX9OL/7h1Lv6Soep5R0Smb18BIk+aoPDqlMrPViTFU26RvDt1N4ahVKo6dLeZ4ZkmtC387nG40alWVUrz+nLymWnlerUZNpFFPQamtysiY4jIHoQYtSabGjVAJ0Wsx6DSknSvlfGE5t13Tr9UCPNSek/fr7jtHi80lHa5BRoJ8J1FQYiMmwkD/7tGUlTubPWmpsmKzHY1axeRLklh+71h+e8NAoGbuuDbmcgdd48J4/aGrufnqvo2asm/yjZXPa4NhlPP/8j2vrv25xnaL1dnkoYU6rYZuXcI4cNLb2Vnb8x1OT41vB/6WfPVJV+BN2fzw83nue+m7wLZis71GTZiGRIbrOJFZDEBSl/D6d24if3CvbSH2EX3jmDOhDyP6xjGiX8tTQ6LzkHRNJ1Fa7iQiVE93k/cfOzPXTJQvh1yZ0+Ump9DqnXSkglH96s6TF5c5iDYaUKlUJMSGEWX0FtlKTS9iWO+6/5E9/hIGobp6F5WorktUKCoa9yHSFP4hhT+nFdR4zNyMIA/QIz6CnYfPA7UPv3S43FXy8UBg/VhNLUE+NsJAGt7O0mKznWijgSKznRhj09JWUeEG8oq9aZ+E2NZNmZiiQ7lyeGKgb6IylUrFjHEXterric5BWvKdRGm5g4hwHUm+fHFdKZvvfjzH0+/s5ZW1B3nl44P1HrPYbCc6oiLIhOi19EuK4vDpwjqf43S5ufv5bziWUYyxjrLCddFp1cREGgIt+bxiK5/tTG/W0nOV1TdxyWx11hjt0hj+oZXgHRJZncPprtGS9/dr1BbkKy816B+eWVTmDfZNkeT7kNeoVa3er6HVqLlr+pAqE6BE8JMg38EUReFIeiFl5Q4iw/REhumJCteTWUdgO5dvCQSbhhSb7USHVw0yw/rEcjbXXGc66HB6UeDnuoqR1ccUFRoI8n/95GfWfpcWGH/dXP4gH1fLMn7NSdcA9EiomK5ffSlD8Kdrqm73pzsSaumUrJx3P5PjHZ5ZYnYQ3cR0jf+bmdvTfiOURHCTIN/BUo7lkfzvHykstRPpazl3N4WTmVd7Aaum5LtLzI4aLUl/mubw6ZqpD+/55AZ+bk7wNEWHBtI1Nt8wxJYuqO3/wNNqvEEv/Xwpn+1Mx2x1Yra6mvVh1LNSS76287PXkq4Z3CuGP9w0jNm+ZfQqmzW+d2AUzd7UHL7Zn4VHUZrckh/cyzvyxp8aEqKlJCffwXZVKhgWEe4NVt3jjXy9Pwu3xxOYVennz9c2xO50U253VUnXAPRIMBIRpuPw6ULGDas6cuNweiE7D1WcT3k9S8PVxRQTSsnPDuy+0SlAYNZsc53zlcf1n89nO8+QciyPUosTRVEYU234Y2OEh+joEhVCfoktMLu1MofTg6FaukalUjG6jlmgOq2aJJORqy/uxmc7zvD+F8eBugu61UWv0/DArSOJi2zah4MQdZEg34HKbc7AeptApZa8EafLQ26RtUqNdLfH0+jUh3+YZPWWpFqlYuhFsRw+XYhHUXC7FXRaNdkFFl5fd4iuXcK4bXJ/Xvrwx1rTEg3xj7DJL7YGPqAszQzy5/It7DqSE/j2Um5z4fZ4OOJLKX33UxYj+3Vp9BDF6ubNGspbG4/gdNZsyTuc7jrr4dRn6pheTLm8J1l5Fs4XljO8T81Ozoa0xsQnIfwkyHeglGN5uNwV+XV/2sE/Zjkzz1IlyBeW2puQj/fm3GtLFwztHcuuIzmcPlfK8/86QJ+uERSZ7eg0KhbeMoIuUaE8c9fldItr+hC++GjvB0NesQ2Nxt+SrxhzrygKJZaaaaTq7A43r33yc6CgWKhBg9Xu5ujZ4sCCHg6nh4TY+kst1KdvtyguSozgTC3FyhwuT7NTJmqVih7xRqngKDoFSfx1oF1HcoiPCQ20GP2LZHfrEoZK5c09+2dNQkU+vvLQuroqHxYHWvI1W6P+IXS7Dufgcns4nllCsdnB/TePCJQM7m4y1joevCGVx8r7c+iV0z4px/JY/MaOQH2Wunzw1fFAgAfvkEeAvalV6+FHhbcsraHXamqtFeQdXSO1W8SFT4J8Byk22zl6pogxgxMY2CMaqCh8pdNqSIwNY8uuszz69118sddbd9wf5OfdOIQJI735dEctqQaoKBtb2+iOaKOB7qZw9h33drKO7BvHinlX0LeBGa2NYQzVEaLXkFtHuiYzz4zLrdQ7ln7f0Vy+/ym7ynJ6/o7SlGN5VYYWVu9zaCqdTl3reyhBXgQLCfIdZE9qLgowZkgCv5s2mAduHVFlQY7KeeZtvkqQecU2NGoVPeMjuCjRW/PE7qy9YmWx2YFOq661GBV4hwH6i5Vdd1mPJs/MrItKpSI+2juM0u37llE5XVPo+/Dxfwj5OV2ewOpT7395nIsSI7h1Ut/A4z19LXmLzcXYoRUdrdWHiDaVXquutePV3oJ0jRCdifwVd5DdR87TM8FIty7hGPSaGhUedb5UhwrvUEhF8bZ+u0SFoFarAhN1HHUGeTvRRn2dY60rDzusbZp7S5h8Qd4/hLJyS95fxKuoWv2clZ8dYfEbO7HaXZSYHVw8wFRltm3lxS1GD4xH5wvATR2HXp1eq8Hp9FSZsKUoirTkRdCQIN8BzuWZOZ1dxtghiXXuM+mS7oQatFx3WQ/cHgWLzUVesTVQBMxfRbLulnz9sy2NlYJ8XQuBNJc3yNuw2b3nVnkIZUFp7S35vane1JF/BSr/LNRnfnc5824cGqiFHh6ipXfXyMBIpJbOCtXr1ChU7dtwuT0oCjWGUApxIZK/4g7w/Y9ZqIDLB9e98k6/pCj++uAEenf1pmVKLA7ymxDki2qZCFVZRGhFcAxv7SAfE4rL7aGwzNtq96drFKVi9aTqi5f429H+jubAcNJ4I2OGJATSTkMuikWtVhEZrsOg0zSqcFp9/AtjOCpNiLI5ataSF+JCJUG+A+w/mstFXSOJrWWafnX+lmp2vgWLzRUI8vpGtOSj6imO5W/Jq4CQFgbK6vwjbPwZEH9L3mx1BmaXFpXVXu7Y35KPqFY3xximY8hFMUzwLWYRFW5ocaoGqJT2qgjy/m8ZzZlJK0RnI+Pk25nd4eZERhHXXdaj4Z0hEKj9q0ZVb8nXNjLEandhd7iJqa8lH1ZRW1zdyjVS4qst9m32teTPnPcW7tJr1RTVsUJVIMiHVw2wGrWaP952ceD3ORP6NGtGbnX+ztXKna9Fvm8gUU0sSSBEZyQt+XZ28lwJLrfCIN/qQA3xjwOvCPLeVrJBX3dLPt+3mHZj0jWtnY8H71Jy/s+NiDAdhaV2TmaV8I/PUukSFcLlQxIoKrPVusZqri9dUzmdVJvu8UYG+IaetoQ/JbPnSE6g87XI12/QXqtbCdGWJMi3s8NphWg1qgZXWfILNWjQadWknfMuDxhI1/haoLUF+QPH81ABA3tG13lcf0u+tUfWgLekrb9i5GW+Wi/JHxzA6fLwwK0j6ZcUhcPpCXwYVR7ZkuObROVfhamt+dM16/5zmuMZxUBFKqm+dJcQFwpJ17QjRVHYdyyXkf1Nje4wVKm8dcXzS2xEhOkCz/O35B2+TsLzheWkny9l39E89h/PY2CP6Hpz/v4Kk63d6epnig4lv8RG766RxEXmU1Tm4P6bh9GtS3igYzMjx0y8b11YvxKzg5gIQ7uV2dVV6lzNyDUzsGcMRaU2tJq65xgIcSGRv+J2dDbHTH6JjV9PGdSk53U3GckvsdGlUkXD6qNr3tt6lGNniwOjVKaO7VnvMfU6DQadhrA2aMmDN8innikiRK/hd9OH4PZ4AuUUkkzhqFTe2a+XDjRhLndWeW57dnhWXhjEX965qMxGVHjdcwyEuJBIuqYdZRd4g8igXo3Lx/uNG+YdT1+5zLBWo0ajVmF3ejidXcrRSgH+9zcNqzG5qjbDesfSv3vLSxnUpnLfweBeMVWWGzToNCTEhAUWAymzVg3ykU1ckaolKg+TzMr3nk9RWf0jk4S4kEhLvh2ZfcEsymjAYW38Qt0jfasFVW+d63Ua7E43W3afxaDXYPelQSoviFGf+XOGN/ocmspfpti/+HV13U3hFUG+vOp7YYpufmXJpqpchC0z18LX+zM5l2du9UW0hego0pJvI6eySmqMHjFbnaho+opLOq2alY9MYuqYXlW2x0eHciitgJRjuUy+JIn46FBC9Jp2DZJ1GdmvC7+5bgB9fJO5qkuMCyev2IbL7eE/P2UH+hig9Rewrk9Sl3DumTGE+2YNxaMorP78OLlF1k7xHgrRGqQl3wb2pObwtw2HuWfGEK4YVlG6wGx1EhaiRaNp+mdrbfnhi/t3Yf3202jUKq69tAchOg2lFmerj3tvDp1WzTWXdq/z8a6xYXgUhZ2HzpNyPI+bxvdm/fbTAO2+0LT/Ho0eFE+pxYGi0RAqk11FkGhUtHnttdeYPn0606dP54UXXgBgx44dzJw5k+uvv56//OUvgX1TU1OZM2cOU6ZMYenSpbhcLZ+wcqHZfzwPgNJqaQhzMxedrsvFA0wAXDE0kZgIAzOv7M1vrh/QasdvS/6CY//66gSR4Xquv7xiclhiCxYCaQm1SkW00cCAnjF1ppmEuNA0GOR37NjB9u3bWbduHevXr+fw4cNs2rSJxx57jNdff53Nmzdz6NAhvvvuOwAWLVrEE088wbZt21AUhTVr1rT5RXQ26dnemZ3WajMyy8qdVQqDtVSPeCP33jiEWyqV5L1Q+FvrdoebWeN7VwmqTV0XVQhRtwaDvMlkYsmSJej1enQ6HX379iU9PZ1evXrRo0cPtFotM2fOZOvWrWRlZWGz2Rg1ahQAc+bMYevWrW19DZ1KUZk9sCDGZzvP8NTbewKTfSxWZ4MzOZtq7JDEdh2N0lpCDVpiIgwkxIZx1QjvAigTL04iLtJQY/FyIUTzNfidtH///oGf09PT2bJlC7fffjsmkymwPT4+npycHHJzc6tsN5lM5ORUXa4t2KWdKwn87PYonM01Y3O4CTVoKbM66ZkQ0YFn17ncN2soxlBdoG783CkDgYEde1JCBJlGJx5PnDjBvHnzWLx4MRqNhvT09MBjiqKgUqnweDxVOgj925siLu7CXvw4e9dZtBo1gy6K4dCpAgDUei0mU4S3iqRvcWyTSYJ9Z34POvO5/VLJPWmeRgX5lJQUFixYwGOPPcb06dPZs2cPeXl5gcfz8vKIj48nMTGxyvb8/Hzi4+uumV6bggIzHk/NwlUXikOn8umZYCSyUgdrekYRuNw4nG40vilLeXllHXWKogEmU4Tcn05G7knd1GpVvY3jBpOf2dnZzJ8/n+TkZKZPnw7AyJEjOX36NGfOnMHtdrNp0yYmTJhAUlISBoOBlJQUADZs2MCECRNa6VI6P7fHQ/r5Uvp0jaTyEPlis4MS3yIZrTm6RgghGtJgS37lypXY7XZWrFgR2HbbbbexYsUK7r//fux2O1dffTU33HADAMnJySxbtgyz2czQoUOZO3du2519J5OVZ8Hh9NCnWyR7fMvZAZSY7XyxrwS1StVmZQSEEKI2KkWppah3B7qQ0zXf/pjFe1uPsWLeWIrK7CT/+0fcHoWL+3fh4KkCrhrZjblTBspXz05O7k/nI/ekbi1O14gKJzNL6v0ASjtXijFUhyk6lIE9Y3hr8STiIkM4cCIfrVbNrPG92/FshRBCgnyjHc8o5v9Wp/DZzvQaj3k83gWq086V0qdbZJURRdG+aobTxvSUlYaEEO1O5m43UoFvFaOsfEuNxz7bdYZ136cBcPngqqOJ4mNCKSyzc/3l9dd3F0KItiBBvpHcvjRNbbMxD58uDPzcp1vVqou3Xz8Qp8sTWORDCCHakwT5RnJ7PABoNDUnd9kcFTVqqpfWDTVoCa17PW0hhGhTEuQbqaIlXzXIu9wezuVbSIgJZXifuDZbTk8IIZpDgnwjOZy+lny1IJ+VZ8HlVph1VW/GDkms7alCCNFhZHRNI/lTMtVr8WzedQa9Vs2gnk1bt1UIIdqDBPlGstq966e63J7AthKznb1Hc7nush5EGyXxLoTofCTIN5J/ARCH0x3YVmz2rvzUu451TIUQoqNJkG8kqy9d43BVtOT9y/tdiIt2CCF+GSTIN5LN15J3VgryZb4gH9GKS/oJIURrkiDfSFaHN01TOV1TanECECEteSFEJyVBvpECOfnKLXmrA41aRahBZrMKITonCfKNZKulJV9mcRIZrm/yEodCCNFeJMg3Uq0t+XIHEbLSkxCiE5Mg3wgOp7vWlnxpuZMIKR8shOjEJMg3wonMEgDio0NrjK6RkTVCiM5MgnwjHE4vRKNWMbRPbCBdcyitgMJSO3GRIR18dkIIUTcJ8g0otTjYm5pL/+5RRITqcLo8HE4v5NVPfqa7KZwpshiIEKITkyBfjxKLgxc+OEBZuYObruqD3rfwx0v//pH4mFAevm0URul4FUJ0YhLk62C2OnnxgwPkl1h54NaRDOgRjV5b8Xb98baLZRKUEKLTC4ogX1ru4McT+a16zH3HcjmXb+F/5wxnUC9vGWF/S7531whZlFsIcUEIiiCfcjSXV9YepNzmbLVjlvgqTFauE19UZgegb1JUq72OEEK0paAI8qEh3gWu/KV/q3M43VXqwDdGqcWBMVSHVlPxFg3tHQvAxFFJzTxTIYRoX0ER5KN8ufFSS+1B/v9Wp7Dmm5ONOpZHUdh+MJuMPHONlEy/pCjeXjKZbl3CW3bCQgjRToJijddI36pMJdWC/Ll8C8czizmbY0ZF4+rLrPs+jc92ngFgcC9Z0k8IcWELiiDvb3FXbsnbnW5eWXuQ3CIrAOcKLHg8Cmp13cHe7fHwxd6MwO+R0rkqhLjABUW6JixEi0atqtKSX/vdqUCAB+9iH7nF1tqeHnC+0FqlAJmMoBFCXOiCIsirVSoiw/WUWLyjX45nFPPVvkwmXVK1g3TV5tR6R+Bk5JQB0Lebd81WqUsjhLjQBUW6BryplVKLE5fbw9ubU4mLCuHWiX3pnRiJ2erk0x9OcyKzhL9tOMwDt44MpG2yCyy8svZnBnSPwmJzodWo6JsUxalzpbjcSgdflRBCtEzQBPmocD3FZjs5heXkFln53bTBhOi1jB/RFYBxwxPZeeg8H359kk++T+OWiX0BOHiqgJzCcorL7NidbnolRDCoVwyf782ga1xYR16SEEK0WNAE+WijnvTsUs4XevPuSaaqwxwjw/RMubwnOYXlbN51hp4JRi4fnMDp7FJiIw08d89YDp4qwBQdwkWJkTx71+UyVFIIccELmiBvig6ltNzJmZxSABJiam+F//d1A8jMs/C3DYfZsP002QXlXDrQhEGn4bJB8YH9kkzGdjlvIYRoS0HR8QoVQf3nU4VEhusJC6n980urUfOH2cOIiTCQXVAOQM+EiHY7TyGEaE+NCvJms5kZM2aQmZkJwPbt27nxxhuZMWMGixcvxuHwDl1MTU1lzpw5TJkyhaVLl+JyudruzKuJjwkF4ExOGYm+n+sSbTTwzF2X8/KC8dx8dR8mjOzWHqcohBDtrsEg/9NPP/HrX/+a9PT0wLalS5fyl7/8hU2bNmGz2diwYQMAixYt4oknnmDbtm0oisKaNWva7MSrM0VXBPaE2IY7TMNDdESG6Zl+xUUyHl4IEbQaDPJr1qzhySefJD6+Il/tdrsxm8243W7sdjsGg4GsrCxsNhujRo0CYM6cOWzdurXNTry6UENFeubyIQnt9rpCCNGZNdjx+txzz9XY9tRTT3HHHXdgNBrp3r07N9xwA4cPH8ZkMgX2MZlM5OTkNPmE4uKa3+E5oGc0uUVWrh7dE5WqcbVqOorJJP0AnZncn85H7knzNHl0TV5eHsnJyWzatInu3buzfPlyli9fzowZM6oEVkVRmhVoCwrMeDzNm4T08K9GAZCfb27W89uLyRRBXl5ZR5+GqIPcn85H7knd1GpVvY3jJo+u2bdvHwMGDKBnz56o1Wp+9atfsWfPHhITE8nLywvsl5+fXyXF0x50WjU6bdAMGBJCiBZrckQcMGAABw8eJD/fu9zeV199xfDhw0lKSsJgMJCSkgLAhg0bmDBhQuuerRBCiCZpcrqmb9++LFy4kLlz56LRaOjVqxfPPPMMAMnJySxbtgyz2czQoUOZO3duq5+wEEKIxlMpitKpqnC1JCd/oZD8Yucm96fzkXtSt1bPyQshhLhwSJAXQogg1ukKlNW3PF8w+aVc54VK7k/nI/ekdg29L50uJy+EEKL1SLpGCCGCmAR5IYQIYhLkhRAiiEmQF0KIICZBXgghgpgEeSGECGIS5IUQIohJkBdCiCAmQV4IIYKYBHkhhAhiEuSb4JNPPmHJkiX17rNkyRI++eSTGts//PBDZsyYwcyZM3n00UdxOBwApKamMmfOHKZMmcLSpUtxuVwApKSkcMsttzBr1ix++9vfkpWVBUBpaSn33nsvU6dO5Te/+U2V1bh+KTIzMxk4cCA//PBDle2TJ08mMzOzRcfOzc3lrrvuYtasWcyePZudO3cC3uUsn3/+eW644QamTZsWWBzH7Xbz5JNPMmPGDKZPn84777wTONbGjRuZNm0a119/Pe+//36LzutC4L8vTzzxRJXtqampDBw4sNb/i8Zqrf8fv48++qjB/+WgoYhGW7t2rfLII4/Uu88jjzyirF27tsq2tLQ05brrrlPKysoUj8ejLF68WFm1apWiKIoyffp05cCBA4qiKMqjjz6qvP/++4qiKMqkSZOU1NRURVEU5aOPPlLuu+8+RVEU5emnn1b+/ve/K4qiKOvWrVMWLlzYSld34cjIyFCGDh2qTJo0SSkrKwtsnzRpkpKRkdGiYz/88MPK6tWrFUVRlFOnTinjxo1TXC6XsmXLFuWee+5R3G534H46nU5lzZo1yoIFCxS3261YLBZl6tSpyqFDh5Tz588rkyZNUoqKihSLxaLMnDlTOXHiRIvOrbPLyMhQLr/8cmXixImKy+UKbE9OTlbGjh1b4/+isVrz/8dmsykvvviiMmrUqAb/l4OFtOSb6Y477mD37t2AtwUzefLkOvfV6/U8+eSTGI1GVCoVAwYM4Ny5c2RlZWGz2Rg1ahQAc+bMYevWrTgcDhYuXMigQYMAGDhwINnZ2QB8++23zJw5E4AZM2bw/fff43Q62/BKO6f4+HjGjRvH888/X+vjf/vb35g2bRozZ85kxYoVuN1uli9fzttvvx3Y5/777+eLL76o8rzrrruOGTNmANCrVy/sdjvl5eV89913TJs2DbVaTe/evenatSsHDhygf//+zJ8/H7VaTVhYGD169CA7O5sdO3YwduxYoqOjCQsLY8qUKWzdurXt3pBOIjw8nMGDB7N3797Ath9++IFx48YFfl+9ejW33norM2bMYPbs2aSlpQHeb2IPPPAAU6ZMoaCgILB/a/7/7N27F4/Hw6JFi9r6reg0JMi3g6SkJK688koACgsLef/997nmmmvIzc3FZDIF9jOZTOTk5KDX65k1axYAHo+H1157jWuvvRagynO0Wi1Go5HCwsJ2vqLOYcmSJWzfvr1G2ua7777j66+/Zu3ataxbt44zZ87w73//m1mzZrFp0yYAzGYzBw4c4Oqrr67y3ClTphAVFQXAypUrGTx4MBEREeTm5lZZmN5kMnH+/HlGjRrFgAEDANi/fz8HDx7ksssuq3Fv4+PjycnJaZP3obOZOnUq27ZtA+DgwYMMHDgQnU4HeN/3L7/8kn/+859s2rSJiRMnVkllTZgwgW3bthEXFxfY1pr/P+PHj2fx4sWEhIS07ZvQiUiQb0c5OTn89re/5eabb2bMmDF4PB5Uqopa0IqiVPnd4XDwxz/+EZfLxbx582o9pqIoqNW/zNtoNBp59tlnefzxxzGbzYHtu3btYvr06YSGhqLVarn55pvZuXMnQ4YMweFwcObMGb788ksmT56MXq+v9djvvPMOH374IS+88AJArfeq8vu+d+9eFixYQHJyMlFRUQ3e22A2efJkvv/+ezweD1u2bGHq1KmBx4xGIy+99BKfffYZL730Et988w3l5eWBx0eOHFnncdvi/+eX4JcZHZpg3759gRaYoihoNJrAY4qvFL+/s6c+p06d4rbbbmP27NnMnz8fgMTExCodp/n5+YHWosVi4e6778blcvHGG28EWkLx8fHk5+cHXtdisRAdHd3yC71AjR8/vkbaxuPx1NjPf49uvPFGNm/ezObNm7nxxhtrPeYLL7zARx99xPvvv0/Xrl0B773Kzc0N7FP5Xn3++ecsXLiQl156KdDirH5v8/LyqnwTCGbh4eEMGjSIlJQUdu3aVSVVk52dzX/9139RVlbGhAkTmD17duD/CMBgMNR6zNb6//klkiDfgLVr1/Lll18CcOzYMXr06AFATEwMJ0+eBAg8Xhez2cxdd93FwoUL+d3vfhfYnpSUhMFgCIzU2LBhAxMmTABg0aJF9OrVi5dffrlKa/Pqq69m/fr1AGzevJnRo0f/ov+AoSJt4w/CY8eO5bPPPsNms+FyuVi7di1jx44FYObMmWzevJkzZ85w6aWX1jjWO++8w+7du/nggw9ITEwMbJ8wYQIbN27E7XZz5swZ0tPTGT58OAcPHuSpp57i7bffZsyYMYH9x40bx86dOyksLMRqtfL5558H7u0vwdSpU3nppZcYNmwYWm3FAnQ///wzvXr14s4772T48OF8+eWXuN3ueo/Vmv8/v0Sdbvm/zubee+9l8eLFrF69msTERF5++WUA7r77bpYsWcLatWu55ppr6j3Gxx9/TH5+PqtWrWLVqlWA9yvtwoULSU5OZtmyZZjNZoYOHcrcuXM5cuQIX331Ff369WP27NmAtwX/1ltvsXDhQpYsWcL06dOJiIggOTm5Ta//QuBP29x1110ATJo0idTUVG6++WZcLhfjx4/n9ttvB6Br167ExMRw8cUX10ifKIrCX//6V4xGI3fccUdg+5tvvskNN9zAwYMHA63/5557jpCQEN544w3cbjePPPJIYP8FCxZwzTXX8OCDDzJ37lycTie33HILI0aMaOu3otOYNGkSS5cuZeHChVW2X3nllXzwwQdMmzYNRVG47LLLOHHiRL3Has3/n18iWf5PCCGCmKRrhBAiiEmQF0KIICZBXgghgpgEeSGECGIS5IUQIojJEErxi5WZmcl1110XKEvg8XgIDw9n7ty5TJs2rd7nvvbaawwaNCgwXV6IzkqCvPhFCwkJYcOGDYHfs7KyuPPOO9FoNEyZMqXO5+3evZt+/fq1xykK0SIS5IWoJCkpiQULFrBy5UoGDBjAM888g8ViIS8vj0GDBvHyyy/z8ccfc+jQIV544QU0Gg1XX301ycnJ7N27F7fbzZAhQ1i2bBlGo7GjL0cIyckLUd2gQYM4fvw4a9as4aabbmLNmjV8/vnnZGZm8u233/Kb3/yGYcOGsXjxYq677jrefPNNNBoNn3zyCZ9++inx8fEyE1l0GtKSF6IalUpFSEgIixYt4ocffuCtt94iPT2d3NzcKhUT/b799lvKysrYsWMHAE6ns0qpXCE6kgR5Iar5+eefGTBgAA899BBut5upU6cyceJEsrOzqa0KiMfj4bHHHgvUprdYLNjt9vY+bSFqJekaISo5ffo0r7/+Or/73e/Yvn078+fPD4y0+emnnwIVEzUaTaB88fjx43n//fdxOBx4PB4ef/xx/vznP3fYNQhRmbTkxS+azWYLrCKkVqsxGAw89NBDTJw4kQcffJD58+cTFhaG0Wjksssu4+zZs4C3CuKf//xnnE4nf/jDH3j++eeZPXs2brebwYMH/3IWiRadnlShFEKIICbpGiGECGIS5IUQIohJkBdCiCAmQV4IIYKYBHkhhAhiEuSFECKISZAXQogg9v8BcKLBSa3OxnMAAAAASUVORK5CYII=)
 
%% Cell type:markdown id: tags:
 
## Subplots
 
%% Cell type:markdown id: tags:
 
If the dataframe has multiple fields, these can be plotted as subplots by specifying `subplots=True`.
 
%% Cell type:code id: tags:
 
``` python
msft.plot(subplots=True, figsize=(6,10));
```
 
%%%% Output: display_data
 
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)
 
%% Cell type:markdown id: tags:
 
The `layout` keyword then specifies the number of rows and columns for the subplots, with the rows being the first number of the tuple and the columns being the second number. If the plots share the same x-axis only the axis at the bottom of the subplots will be plotted for `sharex=True`. If the scale on the y-axis is the same, we could also specify `sharey=True`, however that is not appropriate in this case.
 
%% Cell type:code id: tags:
 
``` python
msft.plot(subplots=True, layout=(3,2), figsize=(12,10), sharex=True);
```
 
%%%% Output: display_data
 
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)
 
%% Cell type:markdown id: tags:
 
We could also specify the positions for each subplot to be drawn by creating a list of axes and passing this list as an argument for the keyword `ax`. However, now the date formatting would need to be fixed.
 
%% Cell type:code id: tags:
 
``` python
fig, axes = plt.subplots(4, 4, figsize=(10, 10))
plt.subplots_adjust(wspace=0.5, hspace=0.5)
target = [axes[3][0], axes[2][1], axes[1][2], axes[0][3], axes[0][0], axes[2][2]]
msft.plot(subplots=True, ax=target, legend=False, sharex=False, sharey=False);
```
 
%%%% Output: display_data
 
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)
 
%% Cell type:markdown id: tags:
 
## Groupby
 
%% Cell type:markdown id: tags:
 
One of the functions for plotting statistical data is `df.boxplot()`. If the features also include categorical data, this can be used to plot by the various categories. This process is similar to using the `df.groupby()` method which is detailed in [Groupby Notebook](https://gitlab.erc.monash.edu.au/ads1001/python-data-science-resources/-/blob/master/03-BeginnerToAdvanced/07-AggregationGrouping.ipynb).
 
An example of a dataset with categorical and continuous features is the `seaborn` penguins dataset.
 
%% Cell type:code id: tags:
 
``` python
penguins = sns.load_dataset('penguins')
penguins.head()
```
 
%%%% Output: execute_result
 
species island bill_length_mm bill_depth_mm flipper_length_mm \
0 Adelie Torgersen 39.1 18.7 181.0
1 Adelie Torgersen 39.5 17.4 186.0
2 Adelie Torgersen 40.3 18.0 195.0
3 Adelie Torgersen NaN NaN NaN
4 Adelie Torgersen 36.7 19.3 193.0
body_mass_g sex
0 3750.0 Male
1 3800.0 Female
2 3250.0 Female
3 NaN NaN
4 3450.0 Female
 
%% Cell type:markdown id: tags:
 
To create box and whisker plots which are categorized by species we can specify this with a list of columns passed to the `by` keyword. Multiple categories could be passed in this list, though the figures then become quite crowded. This provides a clearer categorization than first using `df.groupby()` and then plotting.
 
%% Cell type:code id: tags:
 
``` python
penguins.boxplot(column=['bill_length_mm', 'bill_depth_mm'], by=['species'], figsize=(6, 6));
```
 
%%%% Output: display_data
 
![](data:image/png;base64,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)
 
%% Cell type:markdown id: tags:
 
Using the pandas plotting function `scatter_matrix()`, some of the functionality of `seaborn.pairplot()` can be replicated. In this case we can show the correlation between the penguins continuous features, and the distribution of the features is shown on the main axis as a continuous distribution or histogram.
 
%% Cell type:code id: tags:
 
``` python
from pandas.plotting import scatter_matrix
 
scatter_matrix(penguins, alpha=0.2, figsize=(8, 8), diagonal="kde");
```
 
%%%% Output: display_data
 
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