a-pandas-ex-easy-loc 0.15
Search and replace values with df.loc without Exceptions due to dtype incompatibility
License: MIT
Keywords: loc,iloc,df.at,df.iat,pandas,DataFrame,Series

### A tolerant version of df.loc

Search and replace values with df.loc without Exceptions due to dtype incompatibility.  If the dtypes of 2 variables don't match, they will be converted until they match. 

```python
pip install a_pandas_ex_easy_loc
```

Some examples

```python
import pandas as pd
df = pd.read_csv("https://github.com/pandas-dev/pandas/raw/main/doc/data/titanic.csv")
# df.loc[df.Ticket >20000]
from random import randrange
getrandomlist = lambda x: [
  [[randrange(1, 100), randrange(1, 100)] * 1] * randrange(1, 10)
]
df["listtest"] = df.PassengerId.map(getrandomlist)


getrandomdict = lambda x: {
  randrange(1, 100):randrange(1, 100) for _ in range(randrange(1, 10))
}
df["dicttest"] = df.PassengerId.map(getrandomdict)
from a_easy_loc import pd_add_easy_loc
pd_add_easy_loc()
df.shortloc_greater_replace('Pclass', 2,3000)

df.shortloc_equal('Pclass', 3)
     PassengerId  Survived  Pclass       Name     Sex    Age  SibSp  Parch     Ticket     Fare  Cabin Embarked   listtest   dicttest
0            1           0       3  Braund...    male  22.00      1      0  A/5 21171   7.2500    NaN        S  [[[44,...  {5: 8,...
2            3           1       3  Heikki...  female  26.00      0      0  STON/O...   7.9250    NaN        S  [[[60,...  {33: 3...
4            5           0       3  Allen,...    male  35.00      0      0     373450   8.0500    NaN        S  [[[99,...  {96: 1...
5            6           0       3  Moran,...    male    NaN      0      0     330877   8.4583    NaN        Q  [[[82,...  {23: 1...
7            8           0       3  Palsso...    male   2.00      3      1     349909  21.0750    NaN        S  [[[14,...  {20: 8...
8            9           1       3  Johnso...  female  27.00      0      2     347742  11.1333    NaN        S  [[[12,...  {96: 5...


df.shortloc_equal('Ticket', 373450)
   PassengerId  Survived  Pclass       Name   Sex   Age  SibSp  Parch  Ticket  Fare Cabin Embarked   listtest   dicttest
4          5           0       3  Allen,...  male  35.0      0      0  373450  8.05   NaN        S  [[[99,...  {96: 1...


df.shortloc_greater('Pclass', 2)
     PassengerId  Survived  Pclass       Name     Sex    Age  SibSp  Parch     Ticket     Fare  Cabin Embarked   listtest   dicttest
0            1           0       3  Braund...    male  22.00      1      0  A/5 21171   7.2500    NaN        S  [[[44,...  {5: 8,...
2            3           1       3  Heikki...  female  26.00      0      0  STON/O...   7.9250    NaN        S  [[[60,...  {33: 3...
4            5           0       3  Allen,...    male  35.00      0      0     373450   8.0500    NaN        S  [[[99,...  {96: 1...
5            6           0       3  Moran,...    male    NaN      0      0     330877   8.4583    NaN        Q  [[[82,...  {23: 1...

df.shortloc_greater('Ticket', 373450)
     PassengerId  Survived  Pclass       Name     Sex   Age  SibSp  Parch   Ticket     Fare Cabin Embarked   listtest   dicttest
16          17           0       3  Rice, ...    male   2.0      4      1   382652  29.1250   NaN        Q  [[[17,...  {46: 7...
50          51           0       3  Panula...    male   7.0      4      1  3101295  39.6875   NaN        S  [[[30,...  {64: 2...
68          69           1       3  Anders...  female  17.0      4      2  3101281   7.9250   NaN        S  [[[4, ...  {92: 3...
77          78           0       3  Moutal...    male   NaN      0      0   374746   8.0500   NaN        S  [[[65,...  {47: 9...
85          86           1       3  Backst...  female  33.0      3      0  3101278  15.8500   NaN        S  [[[55,...  {5: 22...


df.shortloc_greater_or_equal('Age', 43)
     PassengerId  Survived  Pclass       Name     Sex   Age  SibSp  Parch     Ticket      Fare      Cabin Embarked   listtest   dicttest
6            7           0       1  McCart...    male  54.0      0      0      17463   51.8625        E46        S  [[[47,...   {22: 17}
11          12           1       1  Bonnel...  female  58.0      0      0     113783   26.5500       C103        S  [[[1, ...    {35: 9}
15          16           1       2  Hewlet...  female  55.0      0      0     248706   16.0000        NaN        S  [[[43,...  {40: 6...
33          34           0       2  Wheado...    male  66.0      0      0  C.A. 2...   10.5000        NaN        S  [[[6, ...   {50: 28}
52          53           1       1  Harper...  female  49.0      1      0   PC 17572   76.7292        D33        C  [[[41,...  {54: 6...


df.shortloc_greater_replace('Pclass', 2,3000)
     PassengerId  Survived  Pclass       Name     Sex    Age  SibSp  Parch     Ticket      Fare      Cabin Embarked   listtest   dicttest
0            1           0    3000  Braund...    male  22.00      1      0  A/5 21171    7.2500        NaN        S  [[[65,...  {76: 3...
1            2           1       1  Cuming...  female  38.00      1      0   PC 17599   71.2833        C85        C  [[[1, ...  {55: 3...
2            3           1    3000  Heikki...  female  26.00      0      0  STON/O...    7.9250        NaN        S  [[[56,...  {7: 54...
3            4           1       1  Futrel...  female  35.00      1      0     113803   53.1000       C123        S  [[[91,...   {51: 89}
4            5           0    3000  Allen,...    male  35.00      0      0     373450    8.0500        NaN        S  [[[20,...  {39: 5...
5            6           0    3000  Moran,...    male    NaN      0      0     330877    8.4583        NaN        Q  [[[60,...  {63: 2...
6            7           0       1  McCart...    male  54.00      0      0      17463   51.8625        E46        S  [[[51,...  {1: 90...



df.shortloc_greater_replace('Ticket', 5000, 888000)
     PassengerId  Survived  Pclass       Name     Sex    Age  SibSp  Parch     Ticket      Fare      Cabin Embarked   listtest   dicttest
0            1           0       3  Braund...    male  22.00      1      0  A/5 21171    7.2500        NaN        S  [[[74,...  {40: 3...
1            2           1       1  Cuming...  female  38.00      1      0   PC 17599   71.2833        C85        C  [[[67,...     {1: 8}
2            3           1       3  Heikki...  female  26.00      0      0  STON/O...    7.9250        NaN        S  [[[62,...   {39: 79}
3            4           1       1  Futrel...  female  35.00      1      0     888000   53.1000       C123        S  [[[15,...  {13: 2...
4            5           0       3  Allen,...    male  35.00      0      0     888000    8.0500        NaN        S  [[[81,...   {60: 90}
5            6           0       3  Moran,...    male    NaN      0      0     888000    8.4583        NaN        Q  [[[58,...    {20: 4}
6            7           0       1  McCart...    male  54.00      0      0     888000   51.8625        E46        S  [[[28,...  {21: 8...
7            8           0       3  Palsso...    male   2.00      3      1     888000   21.0750        NaN        S  [[[25,...  {53: 8...
8            9           1       3  Johnso...  female  27.00      0      2     888000   11.1333        NaN        S  [[[47,...  {19: 3...


df.shortloc_greater_replace('Cabin','C123', pd.NA)
     PassengerId  Survived  Pclass       Name     Sex    Age  SibSp  Parch     Ticket      Fare      Cabin Embarked   listtest   dicttest
0            1           0       3  Braund...    male  22.00      1      0  A/5 21171    7.2500        NaN        S  [[[74,...  {40: 3...
1            2           1       1  Cuming...  female  38.00      1      0   PC 17599   71.2833       <NA>        C  [[[67,...     {1: 8}
2            3           1       3  Heikki...  female  26.00      0      0  STON/O...    7.9250        NaN        S  [[[62,...   {39: 79}
3            4           1       1  Futrel...  female  35.00      1      0     113803   53.1000       C123        S  [[[15,...  {13: 2...
4            5           0       3  Allen,...    male  35.00      0      0     373450    8.0500        NaN        S  [[[81,...   {60: 90}
5            6           0       3  Moran,...    male    NaN      0      0     330877    8.4583        NaN        Q  [[[58,...    {20: 4}
6            7           0       1  McCart...    male  54.00      0      0      17463   51.8625       <NA>        S  [[[28,...  {21: 8...
7            8           0       3  Palsso...    male   2.00      3      1     349909   21.0750        NaN        S  [[[25,...  {53: 8...

df.shortloc_in_iter('listtest', 3)
     PassengerId  Survived  Pclass                 Name     Sex   Age  SibSp  Parch        Ticket     Fare Cabin Embarked             listtest             dicttest
19            20         1       3  Masselmani, Mrs....  female   NaN      0      0          2649   7.2250   NaN        C  [[[32, 3], [32, ...  {98: 75, 69: 39,...
66            67         1       2  Nye, Mrs. (Eliza...  female  29.0      0      0    C.A. 29395  10.5000   F33        S  [[[3, 98], [3, 9...             {60: 81}
92            93         0       1  Chaffee, Mr. Her...    male  46.0      1      0   W.E.P. 5734  61.1750   E31        S  [[[52, 3], [52, ...             {80: 25}
106          107         1       3  Salkjelsvik, Mis...  female  21.0      0      0        343120   7.6500   NaN        S  [[[85, 3], [85, ...             {62: 49}
120          121         0       2  Hickman, Mr. Sta...    male  21.0      2      0  S.O.C. 14879  73.5000   NaN        S  [[[40, 3], [40, ...  {28: 85, 60: 72,...
129          130         0       3   Ekstrom, Mr. Johan    male  45.0      0      0        347061   6.9750   NaN        S  [[[3, 76], [3, 7...  {79: 2, 30: 18, ...
132          133         0       3  Robins, Mrs. Ale...  female  47.0      1      0     A/5. 3337  14.5000   NaN        S  [[[3, 68], [3, 6...  {69: 90, 1: 23, ...
184          185         1       3  Kink-Heilmann, M...  female   4.0      0      2        315153  22.0250   NaN        S  [[[3, 88], [3, 8...  {24: 74, 30: 11,...

df.shortloc_in_iter('listtest', [3,4,10])
     PassengerId  Survived  Pclass                 Name     Sex    Age  SibSp  Parch           Ticket      Fare        Cabin Embarked             listtest             dicttest
19            20         1       3  Masselmani, Mrs....  female    NaN      0      0             2649    7.2250          NaN        C  [[[32, 3], [32, ...  {98: 75, 69: 39,...
22            23         1       3  McGowan, Miss. A...  female  15.00      0      0           330923    8.0292          NaN        Q  [[[13, 4], [13, ...  {56: 86, 30: 5, ...
27            28         0       1  Fortune, Mr. Cha...    male  19.00      3      2            19950  263.0000  C23 C25 C27        S  [[[4, 66], [4, 6...  {58: 98, 32: 55,...
66            67         1       2  Nye, Mrs. (Eliza...  female  29.00      0      0       C.A. 29395   10.5000          F33        S  [[[3, 98], [3, 9...             {60: 81}
74            75         1       3        Bing, Mr. Lee    male  32.00      0      0             1601   56.4958          NaN        S  [[[14, 4], [14, ...  {31: 31, 64: 38,...
84            85         1       2  Ilett, Miss. Bertha  female  17.00      0      0       SO/C 14885   10.5000          NaN        S  [[[18, 10], [18,...  {81: 64, 10: 80,...


df.shortloc_in_iter('dicttest', [3,4,10])
     PassengerId  Survived  Pclass                           Name     Sex    Age  SibSp  Parch             Ticket      Fare            Cabin Embarked                       listtest                       dicttest
5              6         0       3               Moran, Mr. James    male    NaN      0      0             330877    8.4583              NaN        Q         [[[58, 72], [58, 72]]]                        {20: 4}
8              9         1       3  Johnson, Mrs. Oscar W (Eli...  female  27.00      0      2             347742   11.1333              NaN        S         [[[47, 12], [47, 12]]]         {19: 3, 60: 24, 9: 38}


df.shortloc_in_iter('dicttest', [3,4,10])
     PassengerId  Survived  Pclass                          Name     Sex   Age  SibSp  Parch         Ticket     Fare Cabin Embarked                                                           listtest                                                               dicttest
96            97         0       1     Goldschmidt, Mr. George B    male  71.0      0      0       PC 17754  34.6542    A5        C           [[[94, 4], [94, 4], [94, 4], [94, 4], [94, 4], [94, 4]]]       {67: 92, 24: 19, 53: 40, 66: 53, 44: 81, 94: 10, 34: 63, 61: 45}
103          104         0       3    Johansson, Mr. Gustaf Joel    male  33.0      0      0           7540   8.6542   NaN        S               [[[89, 10], [89, 10], [89, 10], [89, 10], [89, 10]]]                                        {92: 23, 32: 17, 53: 3, 98: 94}
129          130         0       3            Ekstrom, Mr. Johan    male  45.0      0      0         347061   6.9750   NaN        S  [[[3, 76], [3, 76], [3, 76], [3, 76], [3, 76], [3, 76], [3, 76]]]   {79: 2, 30: 18, 63: 10, 62: 26, 91: 58, 11: 44, 8: 81, 6: 93, 97: 5}


df.shortloc_in_iter_replace('dicttest', [3,4,10], 15151515)
     PassengerId  Survived  Pclass                           Name     Sex    Age  SibSp  Parch              Ticket      Fare            Cabin Embarked                       listtest                       dicttest
0              1         0       3        Braund, Mr. Owen Harris    male  22.00      1      0           A/5 21171    7.2500              NaN        S  [[[74, 68], [74, 68], [74,...  {40: 30, 93: 84, 24: 92, 7...
1              2         1       1  Cumings, Mrs. John Bradley...  female  38.00      1      0            PC 17599   71.2833              C85        C  [[[67, 64], [67, 64], [67,...                         {1: 8}
2              3         1       3         Heikkinen, Miss. Laina  female  26.00      0      0    STON/O2. 3101282    7.9250              NaN        S  [[[62, 65], [62, 65], [62,...                       {39: 79}
3              4         1       1  Futrelle, Mrs. Jacques Hea...  female  35.00      1      0              113803   53.1000             C123        S  [[[15, 96], [15, 96], [15,...       {13: 29, 65: 59, 99: 31}
4              5         0       3       Allen, Mr. William Henry    male  35.00      0      0              373450    8.0500              NaN        S                   [[[81, 13]]]                       {60: 90}
5              6         0       3               Moran, Mr. James    male    NaN      0      0              330877    8.4583              NaN        Q         [[[58, 72], [58, 72]]]                       15151515
6              7         0       1        McCarthy, Mr. Timothy J    male  54.00      0      0               17463   51.8625              E46        S  [[[28, 98], [28, 98], [28,...  {21: 8, 31: 42, 9: 40, 93:...
7              8         0       3  Palsson, Master. Gosta Leo...    male   2.00      3      1              349909   21.0750              NaN        S  [[[25, 88], [25, 88], [25,...  {53: 83, 49: 66, 57: 95, 4...
8              9         1       3  Johnson, Mrs. Oscar W (Eli...  female  27.00      0      2              347742   11.1333              NaN        S         [[[47, 12], [47, 12]]]                       15151515

df.shortloc_isin('Embarked', ['C', 'S'])
     PassengerId  Survived  Pclass                           Name     Sex    Age  SibSp  Parch              Ticket      Fare            Cabin Embarked                       listtest                       dicttest
0              1         0       3        Braund, Mr. Owen Harris    male  22.00      1      0           A/5 21171    7.2500              NaN        S  [[[74, 68], [74, 68], [74,...  {40: 30, 93: 84, 24: 92, 7...
1              2         1       1  Cumings, Mrs. John Bradley...  female  38.00      1      0            PC 17599   71.2833              C85        C  [[[67, 64], [67, 64], [67,...                         {1: 8}
2              3         1       3         Heikkinen, Miss. Laina  female  26.00      0      0    STON/O2. 3101282    7.9250              NaN        S  [[[62, 65], [62, 65], [62,...                       {39: 79}
3              4         1       1  Futrelle, Mrs. Jacques Hea...  female  35.00      1      0              113803   53.1000             C123        S  [[[15, 96], [15, 96], [15,...       {13: 29, 65: 59, 99: 31}
4              5         0       3       Allen, Mr. William Henry    male  35.00      0      0              373450    8.0500              NaN        S                   [[[81, 13]]]                       {60: 90}
6              7         0       1        McCarthy, Mr. Timothy J    male  54.00      0      0               17463   51.8625              E46        S  [[[28, 98], [28, 98], [28,...  {21: 8, 31: 42, 9: 40, 93:...
7              8         0       3  Palsson, Master. Gosta Leo...    male   2.00      3      1              349909   21.0750              NaN        S  [[[25, 88], [25, 88], [25,...  {53: 83, 49: 66, 57: 95, 4...
8              9         1       3  Johnson, Mrs. Oscar W (Eli...  female  27.00      0      2              347742   11.1333              NaN        S         [[[47, 12], [47, 12]]]         {19: 3, 60: 24, 9: 38}

df.shortloc_isin_replace('Embarked', ['C', 'S'], 'CCCCCCCCCCCCCCCCCCCSSSSSSSSSSSSSSSSSSSSSSSSSSSSS')
     PassengerId  Survived  Pclass       Name     Sex    Age  SibSp  Parch     Ticket      Fare      Cabin   Embarked   listtest   dicttest
0            1           0       3  Braund...    male  22.00      1      0  A/5 21171    7.2500        NaN  CCCCCC...  [[[74,...  {40: 3...
1            2           1       1  Cuming...  female  38.00      1      0   PC 17599   71.2833        C85  CCCCCC...  [[[67,...     {1: 8}
2            3           1       3  Heikki...  female  26.00      0      0  STON/O...    7.9250        NaN  CCCCCC...  [[[62,...   {39: 79}
3            4           1       1  Futrel...  female  35.00      1      0     113803   53.1000       C123  CCCCCC...  [[[15,...  {13: 2...
4            5           0       3  Allen,...    male  35.00      0      0     373450    8.0500        NaN  CCCCCC...  [[[81,...   {60: 90}
5            6           0       3  Moran,...    male    NaN      0      0     330877    8.4583        NaN          Q  [[[58,...    {20: 4}


df.shortloc_isna('Age')
     PassengerId  Survived  Pclass                           Name     Sex  Age  SibSp  Parch              Ticket      Fare  Cabin Embarked                       listtest                       dicttest
5              6         0       3               Moran, Mr. James    male  NaN      0      0              330877    8.4583    NaN        Q         [[[25, 39], [25, 39]]]       {97: 78, 85: 88, 42: 34}
17            18         1       2   Williams, Mr. Charles Eugene    male  NaN      0      0              244373   13.0000    NaN        S  [[[17, 6], [17, 6], [17, 6...                 {41: 6, 2: 82}
19            20         1       3        Masselmani, Mrs. Fatima  female  NaN      0      0                2649    7.2250    NaN        C  [[[11, 37], [11, 37], [11,...  {43: 73, 50: 28, 38: 47, 4...
26            27         0       3        Emir, Mr. Farred Chehab    male  NaN      0      0                2631    7.2250    NaN        C  [[[48, 66], [48, 66], [48,...               {33: 45, 82: 90}
28            29         1       3  O'Dwyer, Miss. Ellen "Nellie"  female  NaN      0      0              330959    7.8792    NaN        Q           [[[3, 53], [3, 53]]]               {29: 90, 84: 86}
29            30         0       3            Todoroff, Mr. Lalio    male  NaN      0      0              349216    7.8958    NaN        S  [[[67, 3], [67, 3], [67, 3...  {57: 49, 23: 71, 64: 45, 1...
31            32         1       1  Spencer, Mrs. William Augu...  female  NaN      1      0            PC 17569  146.5208    B78        C  [[[88, 94], [88, 94], [88,...  {4: 42, 98: 58, 94: 7, 39:...


df.shortloc_isna_replace('Age',16541)
     PassengerId  Survived  Pclass                           Name     Sex       Age  SibSp  Parch              Ticket      Fare            Cabin Embarked                       listtest                       dicttest
0              1         0       3        Braund, Mr. Owen Harris    male     22.00      1      0           A/5 21171    7.2500              NaN        S  [[[27, 71], [27, 71], [27,...  {36: 67, 73: 54, 56: 48, 8...
1              2         1       1  Cumings, Mrs. John Bradley...  female     38.00      1      0            PC 17599   71.2833              C85        C  [[[31, 68], [31, 68], [31,...                        {9: 77}
2              3         1       3         Heikkinen, Miss. Laina  female     26.00      0      0    STON/O2. 3101282    7.9250              NaN        S                   [[[31, 23]]]  {49: 6, 76: 22, 52: 18, 6:...
3              4         1       1  Futrelle, Mrs. Jacques Hea...  female     35.00      1      0              113803   53.1000             C123        S  [[[96, 48], [96, 48], [96,...  {27: 90, 9: 38, 18: 94, 67...
4              5         0       3       Allen, Mr. William Henry    male     35.00      0      0              373450    8.0500              NaN        S  [[[60, 84], [60, 84], [60,...  {8: 61, 37: 4, 25: 43, 21:...
5              6         0       3               Moran, Mr. James    male  16541.00      0      0              330877    8.4583              NaN        Q         [[[25, 39], [25, 39]]]       {97: 78, 85: 88, 42: 34}
6              7         0       1        McCarthy, Mr. Timothy J    male     54.00      0      0               17463   51.8625              E46        S  [[[76, 5], [76, 5], [76, 5...  {56: 51, 13: 24, 84: 24, 9...

df.shortloc_less('Ticket', 7534)

     PassengerId  Survived  Pclass                           Name     Sex    Age  SibSp  Parch Ticket     Fare        Cabin Embarked                       listtest                       dicttest
19            20         1       3        Masselmani, Mrs. Fatima  female    NaN      0      0   2649   7.2250          NaN        C  [[[11, 37], [11, 37], [11,...  {43: 73, 50: 28, 38: 47, 4...
26            27         0       3        Emir, Mr. Farred Chehab    male    NaN      0      0   2631   7.2250          NaN        C  [[[48, 66], [48, 66], [48,...               {33: 45, 82: 90}
36            37         1       3               Mamee, Mr. Hanna    male    NaN      0      0   2677   7.2292          NaN        C  [[[84, 24], [84, 24], [84,...  {39: 19, 88: 50, 23: 7, 53...
39            40         1       3    Nicola-Yarred, Miss. Jamila  female  14.00      1      0   2651  11.2417          NaN        C  [[[20, 72], [20, 72], [20,...  {72: 91, 81: 15, 89: 24, 9...
48            49         0       3            Samaan, Mr. Youssef    male    NaN      2      0   2662  21.6792          NaN        C  [[[79, 85], [79, 85], [79,...                       {35: 61}
53            54         1       2  Faunthorpe, Mrs. Lizzie (E...  female  29.00      1      0   2926  26.0000          NaN        S         [[[62, 79], [62, 79]]]  {36: 53, 38: 70, 6: 1, 89:...
57            58         0       3            Novel, Mr. Mansouer    male  28.50      0      0   2697   7.2292          NaN        C         [[[86, 78], [86, 78]]]                {28: 5, 49: 22}
60            61         0       3          Sirayanian, Mr. Orsen    male  22.00      0      0   2669   7.2292          NaN        C                   [[[24, 72]]]  {74: 59, 16: 44, 30: 17, 5...
65            66         1       3       Moubarek, Master. Gerios    male    NaN      1      1   2661  15.2458          NaN        C  [[[56, 96], [56, 96], [56,...  {5: 34, 59: 97, 78: 15, 76...
73            74         0       3    Chronopoulos, Mr. Apostolos    male  26.00      1      0   2680  14.4542          NaN        C         [[[78, 24], [78, 24]]]  {96: 26, 87: 73, 58: 49, 3...
74            75         1       3                  Bing, Mr. Lee    male  32.00      0      0   1601  56.4958          NaN        S  [[[86, 20], [86, 20], [86,...  {84: 87, 18: 40, 17: 28, 7...


df.shortloc_less_replace('Age', 30, 'less 30')
     PassengerId  Survived  Pclass                           Name     Sex      Age  SibSp  Parch              Ticket      Fare            Cabin Embarked                       listtest                       dicttest
0              1         0       3        Braund, Mr. Owen Harris    male  less 30      1      0           A/5 21171    7.2500              NaN        S  [[[27, 71], [27, 71], [27,...  {36: 67, 73: 54, 56: 48, 8...
1              2         1       1  Cumings, Mrs. John Bradley...  female     38.0      1      0            PC 17599   71.2833              C85        C  [[[31, 68], [31, 68], [31,...                        {9: 77}
2              3         1       3         Heikkinen, Miss. Laina  female  less 30      0      0    STON/O2. 3101282    7.9250              NaN        S                   [[[31, 23]]]  {49: 6, 76: 22, 52: 18, 6:...
3              4         1       1  Futrelle, Mrs. Jacques Hea...  female     35.0      1      0              113803   53.1000             C123        S  [[[96, 48], [96, 48], [96,...  {27: 90, 9: 38, 18: 94, 67...


df.shortloc_less_or_equal_replace('Survived', 0, 'DEAD')
     PassengerId Survived  Pclass                           Name     Sex    Age  SibSp  Parch              Ticket      Fare            Cabin Embarked                       listtest                       dicttest
0              1     DEAD       3        Braund, Mr. Owen Harris    male  22.00      1      0           A/5 21171    7.2500              NaN        S  [[[27, 71], [27, 71], [27,...  {36: 67, 73: 54, 56: 48, 8...
1              2        1       1  Cumings, Mrs. John Bradley...  female  38.00      1      0            PC 17599   71.2833              C85        C  [[[31, 68], [31, 68], [31,...                        {9: 77}
2              3        1       3         Heikkinen, Miss. Laina  female  26.00      0      0    STON/O2. 3101282    7.9250              NaN        S                   [[[31, 23]]]  {49: 6, 76: 22, 52: 18, 6:...
3              4        1       1  Futrelle, Mrs. Jacques Hea...  female  35.00      1      0              113803   53.1000             C123        S  [[[96, 48], [96, 48], [96,...  {27: 90, 9: 38, 18: 94, 67...
4              5     DEAD       3       Allen, Mr. William Henry    male  35.00      0      0              373450    8.0500              NaN        S  [[[60, 84], [60, 84], [60,...  {8: 61, 37: 4, 25: 43, 21:...
5              6     DEAD       3               Moran, Mr. James    male    NaN      0      0              330877    8.4583              NaN        Q         [[[25, 39], [25, 39]]]       {97: 78, 85: 88, 42: 34}
6              7     DEAD       1        McCarthy, Mr. Timothy J    male  54.00      0      0               17463   51.8625              E46        S  [[[76, 5], [76, 5], [76, 5...  {56: 51, 13: 24, 84: 24, 9...
7              8     DEAD       3  Palsson, Master. Gosta Leo...    male   2.00      3      1              349909   21.0750              NaN        S  [[[42, 52], [42, 52], [42,...               {71: 69, 44: 14}



df.shortloc_not_equal_replace('Survived', 0, True)
     PassengerId Survived  Pclass                           Name     Sex    Age  SibSp  Parch              Ticket      Fare            Cabin Embarked                       listtest                       dicttest
0              1        0       3        Braund, Mr. Owen Harris    male  22.00      1      0           A/5 21171    7.2500              NaN        S  [[[27, 71], [27, 71], [27,...  {36: 67, 73: 54, 56: 48, 8...
1              2     True       1  Cumings, Mrs. John Bradley...  female  38.00      1      0            PC 17599   71.2833              C85        C  [[[31, 68], [31, 68], [31,...                        {9: 77}
2              3     True       3         Heikkinen, Miss. Laina  female  26.00      0      0    STON/O2. 3101282    7.9250              NaN        S                   [[[31, 23]]]  {49: 6, 76: 22, 52: 18, 6:...
3              4     True       1  Futrelle, Mrs. Jacques Hea...  female  35.00      1      0              113803   53.1000             C123        S  [[[96, 48], [96, 48], [96,...  {27: 90, 9: 38, 18: 94, 67...
4              5        0       3       Allen, Mr. William Henry    male  35.00      0      0              373450    8.0500              NaN        S  [[[60, 84], [60, 84], [60,...  {8: 61, 37: 4, 25: 43, 21:...
5              6        0       3               Moran, Mr. James    male    NaN      0      0              330877    8.4583              NaN        Q         [[[25, 39], [25, 39]]]       {97: 78, 85: 88, 42: 34}



df.shortloc_not_in_iter('listtest', list(range(0,90)))
     PassengerId  Survived  Pclass                           Name     Sex   Age  SibSp  Parch      Ticket      Fare Cabin Embarked                       listtest                       dicttest
832          833         0       3                 Saad, Mr. Amin    male   NaN      0      0        2671    7.2292   NaN        C  [[[95, 94], [95, 94], [95,...                {82: 66, 84: 5}
484          485         1       1        Bishop, Mr. Dickinson H    male  25.0      1      0       11967   91.0792   B49        C  [[[97, 92], [97, 92], [97,...  {20: 34, 2: 23, 98: 37, 1:...
581          582         1       1  Thayer, Mrs. John Borland ...  female  39.0      1      1       17421  110.8833   C68        C         [[[91, 90], [91, 90]]]  {48: 98, 3: 98, 93: 4, 97:...
336          337         0       1      Pears, Mr. Thomas Clinton    male  29.0      1      0      113776   66.6000    C2        S         [[[90, 98], [90, 98]]]                         {6: 7}
116          117         0       3           Connors, Mr. Patrick    male  70.5      0      0      370369    7.7500   NaN        Q  [[[92, 99], [92, 99], [92,...  {60: 79, 75: 71, 28: 68, 5...
52            53         1       1  Harper, Mrs. Henry Sleeper...  female  49.0      1      0    PC 17572   76.7292   D33        C  [[[96, 94], [96, 94], [96,...  {20: 53, 93: 11, 83: 79, 5...
439          440         0       2  Kvillner, Mr. Johan Henrik...    male  31.0      0      0  C.A. 18723   10.5000   NaN        S  [[[95, 98], [95, 98], [95,...  {58: 11, 89: 23, 22: 66, 1...
56            57         1       2              Rugg, Miss. Emily  female  21.0      0      0  C.A. 31026   10.5000   NaN        S  [[[92, 92], [92, 92], [92,...                {45: 1, 37: 98}



df.shortloc_not_in_iter_replace('listtest', list(range(0,20)), 27)
     PassengerId  Survived  Pclass                           Name     Sex    Age  SibSp  Parch              Ticket      Fare            Cabin Embarked                       listtest                       dicttest
0              1         0       3        Braund, Mr. Owen Harris    male  22.00      1      0           A/5 21171    7.2500              NaN        S                             27  {36: 67, 73: 54, 56: 48, 8...
1              2         1       1  Cumings, Mrs. John Bradley...  female  38.00      1      0            PC 17599   71.2833              C85        C                             27                        {9: 77}
2              3         1       3         Heikkinen, Miss. Laina  female  26.00      0      0    STON/O2. 3101282    7.9250              NaN        S                             27  {49: 6, 76: 22, 52: 18, 6:...
3              4         1       1  Futrelle, Mrs. Jacques Hea...  female  35.00      1      0              113803   53.1000             C123        S                             27  {27: 90, 9: 38, 18: 94, 67...
4              5         0       3       Allen, Mr. William Henry    male  35.00      0      0              373450    8.0500              NaN        S                             27  {8: 61, 37: 4, 25: 43, 21:...
5              6         0       3               Moran, Mr. James    male    NaN      0      0              330877    8.4583              NaN        Q                             27       {97: 78, 85: 88, 42: 34}
6              7         0       1        McCarthy, Mr. Timothy J    male  54.00      0      0               17463   51.8625              E46        S  [[[76, 5], [76, 5], [76, 5...  {56: 51, 13: 24, 84: 24, 9...


df.shortloc_regex('Fare', r'^\d?7\.').to_string(max_colwidth=30)
     PassengerId  Survived  Pclass                           Name     Sex   Age  SibSp  Parch              Ticket     Fare  Cabin Embarked                       listtest                       dicttest
0              1         0       3        Braund, Mr. Owen Harris    male  22.0      1      0           A/5 21171   7.2500    NaN        S  [[[27, 71], [27, 71], [27,...  {36: 67, 73: 54, 56: 48, 8...
2              3         1       3         Heikkinen, Miss. Laina  female  26.0      0      0    STON/O2. 3101282   7.9250    NaN        S                   [[[31, 23]]]  {49: 6, 76: 22, 52: 18, 6:...
14            15         0       3  Vestrom, Miss. Hulda Amand...  female  14.0      0      0              350406   7.8542    NaN        S  [[[40, 57], [40, 57], [40,...  {54: 39, 8: 35, 76: 84, 20...
19            20         1       3        Masselmani, Mrs. Fatima  female   NaN      0      0                2649   7.2250    NaN        C  [[[11, 37], [11, 37], [11,...  {43: 73, 50: 28, 38: 47, 4...
26            27         0       3        Emir, Mr. Farred Chehab    male   NaN      0      0                2631   7.2250    NaN        C  [[[48, 66], [48, 66], [48,...               {33: 45, 82: 90}
28            29         1       3  O'Dwyer, Miss. Ellen "Nellie"  female   NaN      0      0              330959   7.8792    NaN        Q           [[[3, 53], [3, 53]]]               {29: 90, 84: 86}
29            30         0       3            Todoroff, Mr. Lalio    male   NaN      0      0              349216   7.8958    NaN        S  [[[67, 3], [67, 3], [67, 3...  {57: 49, 23: 71, 64: 45, 1...
30            31         0       1       Uruchurtu, Don. Manuel E    male  40.0      0      0            PC 17601  27.7208    NaN        C  [[[91, 32], [91, 32], [91,...         {1: 29, 54: 93, 96: 7}



df.shortloc_not_regex('Fare', r'^\d?7\.').to_string(max_colwidth=30)
     PassengerId  Survived  Pclass                           Name     Sex    Age  SibSp  Parch             Ticket      Fare            Cabin Embarked                       listtest                       dicttest
1              2         1       1  Cumings, Mrs. John Bradley...  female  38.00      1      0           PC 17599   71.2833              C85        C  [[[31, 68], [31, 68], [31,...                        {9: 77}
3              4         1       1  Futrelle, Mrs. Jacques Hea...  female  35.00      1      0             113803   53.1000             C123        S  [[[96, 48], [96, 48], [96,...  {27: 90, 9: 38, 18: 94, 67...
4              5         0       3       Allen, Mr. William Henry    male  35.00      0      0             373450    8.0500              NaN        S  [[[60, 84], [60, 84], [60,...  {8: 61, 37: 4, 25: 43, 21:...
5              6         0       3               Moran, Mr. James    male    NaN      0      0             330877    8.4583              NaN        Q         [[[25, 39], [25, 39]]]       {97: 78, 85: 88, 42: 34}
6              7         0       1        McCarthy, Mr. Timothy J    male  54.00      0      0              17463   51.8625              E46        S  [[[76, 5], [76, 5], [76, 5...  {56: 51, 13: 24, 84: 24, 9...
7              8         0       3  Palsson, Master. Gosta Leo...    male   2.00      3      1             349909   21.0750              NaN        S  [[[42, 52], [42, 52], [42,...               {71: 69, 44: 14}
8              9         1       3  Johnson, Mrs. Oscar W (Eli...  female  27.00      0      2             347742   11.1333              NaN        S  [[[92, 21], [92, 21], [92,...  {61: 17, 72: 44, 81: 74, 3...
9             10         1       2  Nasser, Mrs. Nicholas (Ade...  female  14.00      1      0             237736   30.0708              NaN        C  [[[88, 97], [88, 97], [88,...                       {69: 43}


df.shortloc_str('Pclass', r'3').to_string(max_colwidth=30)
     PassengerId  Survived  Pclass                           Name     Sex    Age  SibSp  Parch              Ticket     Fare  Cabin Embarked                       listtest                       dicttest
0              1         0       3        Braund, Mr. Owen Harris    male  22.00      1      0           A/5 21171   7.2500    NaN        S  [[[27, 71], [27, 71], [27,...  {36: 67, 73: 54, 56: 48, 8...
2              3         1       3         Heikkinen, Miss. Laina  female  26.00      0      0    STON/O2. 3101282   7.9250    NaN        S                   [[[31, 23]]]  {49: 6, 76: 22, 52: 18, 6:...
4              5         0       3       Allen, Mr. William Henry    male  35.00      0      0              373450   8.0500    NaN        S  [[[60, 84], [60, 84], [60,...  {8: 61, 37: 4, 25: 43, 21:...
5              6         0       3               Moran, Mr. James    male    NaN      0      0              330877   8.4583    NaN        Q         [[[25, 39], [25, 39]]]       {97: 78, 85: 88, 42: 34}
7              8         0       3  Palsson, Master. Gosta Leo...    male   2.00      3      1              349909  21.0750    NaN        S  [[[42, 52], [42, 52], [42,...               {71: 69, 44: 14}
8              9         1       3  Johnson, Mrs. Oscar W (Eli...  female  27.00      0      2              347742  11.1333    NaN        S  [[[92, 21], [92, 21], [92,...  {61: 17, 72: 44, 81: 74, 3...
10            11         1       3  Sandstrom, Miss. Marguerit...  female   4.00      1      1             PP 9549  16.7000     G6        S  [[[28, 63], [28, 63], [28,...  {12: 80, 63: 96, 79: 99, 5...
12            13         0       3  Saundercock, Mr. William H...    male  20.00      0      0           A/5. 2151   8.0500    NaN        S  [[[34, 91], [34, 91], [34,...  {42: 68, 46: 90, 66: 96, 3...
13            14         0       3    Andersson, Mr. Anders Johan    male  39.00      1      5              347082  31.2750    NaN        S  [[[3, 47], [3, 47], [3, 47...  {94: 60, 73: 33, 59: 32, 3...
14            15         0       3  Vestrom, Miss. Hulda Amand...  female  14.00      0      0              350406   7.8542    NaN        S  [[[40, 57], [40, 57], [40,...  {54: 39, 8: 35, 76: 84, 20...
16            17         0       3           Rice, Master. Eugene    male   2.00      4      1              382652  29.1250    NaN        Q  [[[24, 8], [24, 8], [24, 8...  {20: 91, 56: 55, 11: 16, 3...



df.shortloc_str_replace('Pclass', r'3',4).to_string(max_colwidth=30)
     PassengerId  Survived  Pclass                           Name     Sex    Age  SibSp  Parch              Ticket      Fare            Cabin Embarked                       listtest                       dicttest
0              1         0       4        Braund, Mr. Owen Harris    male  22.00      1      0           A/5 21171    7.2500              NaN        S  [[[27, 71], [27, 71], [27,...  {36: 67, 73: 54, 56: 48, 8...
1              2         1       1  Cumings, Mrs. John Bradley...  female  38.00      1      0            PC 17599   71.2833              C85        C  [[[31, 68], [31, 68], [31,...                        {9: 77}
2              3         1       4         Heikkinen, Miss. Laina  female  26.00      0      0    STON/O2. 3101282    7.9250              NaN        S                   [[[31, 23]]]  {49: 6, 76: 22, 52: 18, 6:...
3              4         1       1  Futrelle, Mrs. Jacques Hea...  female  35.00      1      0              113803   53.1000             C123        S  [[[96, 48], [96, 48], [96,...  {27: 90, 9: 38, 18: 94, 67...
4              5         0       4       Allen, Mr. William Henry    male  35.00      0      0              373450    8.0500              NaN        S  [[[60, 84], [60, 84], [60,...  {8: 61, 37: 4, 25: 43, 21:...
5              6         0       4               Moran, Mr. James    male    NaN      0      0              330877    8.4583              NaN        Q         [[[25, 39], [25, 39]]]       {97: 78, 85: 88, 42: 34}
6              7         0       1        McCarthy, Mr. Timothy J    male  54.00      0      0               17463   51.8625              E46        S  [[[76, 5], [76, 5], [76, 5...  {56: 51, 13: 24, 84: 24, 9...
7              8         0       4  Palsson, Master. Gosta Leo...    male   2.00      3      1              349909   21.0750              NaN        S  [[[42, 52], [42, 52], [42,...               {71: 69, 44: 14}
8              9         1       4  Johnson, Mrs. Oscar W (Eli...  female  27.00      0      2              347742   11.1333              NaN        S  [[[92, 21], [92, 21], [92,...  {61: 17, 72: 44, 81: 74, 3...
9             10         1       2  Nasser, Mrs. Nicholas (Ade...  female  14.00      1      0              237736   30.0708              NaN        C  [[[88, 97], [88, 97], [88,...                       {69: 43}
10            11         1       4  Sandstrom, Miss. Marguerit...  female   4.00      1      1             PP 9549   16.7000               G6        S  [[[28, 63], [28, 63], [28,...  {12: 80, 63: 96, 79: 99, 5...




df.loc_positive_and(
   ("Pclass", "==", 3),
   ("Sex", "!=", "male"),
   ("Age", ">=", 1),
   ("Pclass", ">=", 3),
   ("listtest", "in_iter", [11, 22, 33, 44, 55, 66, 77, 88, 99]),
   ("Sex", "in", ["female", "male"]),
   ("Name", "re", r"Miss\."),
   ("Ticket", ">", 5000),
   ("Embarked", "str", "S"),
)

     PassengerId  Survived  Pclass                           Name     Sex   Age  SibSp  Parch  Ticket     Fare Cabin Embarked                       listtest                       dicttest
24            25         0       3  Palsson, Miss. Torborg Danira  female   8.0      3      1  349909  21.0750   NaN        S  [[[44, 33], [44, 33], [44,...  {98: 85, 8: 23, 21: 77, 85...
141          142         1       3       Nysten, Miss. Anna Sofia  female  22.0      0      0  347081   7.7500   NaN        S                   [[[44, 30]]]  {25: 15, 24: 14, 16: 26, 5...
192          193         1       3  Andersen-Jensen, Miss. Car...  female  19.0      1      0  350046   7.8542   NaN        S  [[[39, 55], [39, 55], [39,...  {1: 44, 16: 59, 80: 13, 81...
634          635         0       3             Skoog, Miss. Mabel  female   9.0      3      2  347088  27.9000   NaN        S                   [[[11, 22]]]                        {40: 7}



df.loc_positive_and(('Ticket','==', 373450), ('Pclass','==', 3))
   PassengerId  Survived  Pclass                      Name   Sex   Age  SibSp  Parch  Ticket  Fare Cabin Embarked                       listtest                       dicttest
4            5         0       3  Allen, Mr. William Henry  male  35.0      0      0  373450  8.05   NaN        S  [[[60, 84], [60, 84], [60,...  {8: 61, 37: 4, 25: 43, 21:...


df.loc_positive_or(('Ticket','==', 373450), ('Pclass','==', 3))
     PassengerId  Survived  Pclass                           Name     Sex    Age  SibSp  Parch              Ticket     Fare  Cabin Embarked                       listtest                       dicttest
0              1         0       3        Braund, Mr. Owen Harris    male  22.00      1      0           A/5 21171   7.2500    NaN        S  [[[27, 71], [27, 71], [27,...  {36: 67, 73: 54, 56: 48, 8...
2              3         1       3         Heikkinen, Miss. Laina  female  26.00      0      0    STON/O2. 3101282   7.9250    NaN        S                   [[[31, 23]]]  {49: 6, 76: 22, 52: 18, 6:...
4              5         0       3       Allen, Mr. William Henry    male  35.00      0      0              373450   8.0500    NaN        S  [[[60, 84], [60, 84], [60,...  {8: 61, 37: 4, 25: 43, 21:...
5              6         0       3               Moran, Mr. James    male    NaN      0      0              330877   8.4583    NaN        Q         [[[25, 39], [25, 39]]]       {97: 78, 85: 88, 42: 34}
7              8         0       3  Palsson, Master. Gosta Leo...    male   2.00      3      1              349909  21.0750    NaN        S  [[[42, 52], [42, 52], [42,...               {71: 69, 44: 14}



df.loc_positive_and(('Age','>=', 13), ('Age','<=', 19))
     PassengerId  Survived  Pclass                           Name     Sex   Age  SibSp  Parch             Ticket      Fare            Cabin Embarked                       listtest                       dicttest
9             10         1       2  Nasser, Mrs. Nicholas (Ade...  female  14.0      1      0             237736   30.0708              NaN        C  [[[88, 97], [88, 97], [88,...                       {69: 43}
14            15         0       3  Vestrom, Miss. Hulda Amand...  female  14.0      0      0             350406    7.8542              NaN        S  [[[40, 57], [40, 57], [40,...  {54: 39, 8: 35, 76: 84, 20...
22            23         1       3    McGowan, Miss. Anna "Annie"  female  15.0      0      0             330923    8.0292              NaN        Q  [[[85, 85], [85, 85], [85,...  {80: 2, 70: 5, 27: 24, 10:...
27            28         0       1  Fortune, Mr. Charles Alexa...    male  19.0      3      2              19950  263.0000      C23 C25 C27        S  [[[7, 96], [7, 96], [7, 96...  {60: 4, 22: 96, 55: 28, 97...
38            39         0       3  Vander Planke, Miss. Augus...  female  18.0      2      0             345764   18.0000              NaN        S  [[[82, 50], [82, 50], [82,...  {70: 41, 90: 86, 46: 95, 3...
39            40         1       3    Nicola-Yarred, Miss. Jamila  female  14.0      1      0               2651   11.2417              NaN        C  [[[20, 72], [20, 72], [20,...  {72: 91, 81: 15, 89: 24, 9...
44            45         1       3  Devaney, Miss. Margaret Delia  female  19.0      0      0             330958    7.8792              NaN        Q  [[[97, 1], [97, 1], [97, 1...  {89: 44, 58: 86, 48: 54, 9...
49            50         0       3  Arnold-Franchi, Mrs. Josef...  female  18.0      1      0             349237   17.8000              NaN        S         [[[64, 68], [64, 68]]]  {67: 59, 96: 34, 8: 64, 45...
67            68         0       3       Crease, Mr. Ernest James    male  19.0      0      0          S.P. 3464    8.1583              NaN        S  [[[30, 77], [30, 77], [30,...  {37: 56, 52: 5, 80: 12, 86...



df.loc_positive_and(('Ticket','!=', 373450), ('Pclass','!=', 3))
     PassengerId  Survived  Pclass                           Name     Sex    Age  SibSp  Parch            Ticket      Fare            Cabin Embarked                       listtest                       dicttest
1              2         1       1  Cumings, Mrs. John Bradley...  female  38.00      1      0          PC 17599   71.2833              C85        C  [[[31, 68], [31, 68], [31,...                        {9: 77}
3              4         1       1  Futrelle, Mrs. Jacques Hea...  female  35.00      1      0            113803   53.1000             C123        S  [[[96, 48], [96, 48], [96,...  {27: 90, 9: 38, 18: 94, 67...
6              7         0       1        McCarthy, Mr. Timothy J    male  54.00      0      0             17463   51.8625              E46        S  [[[76, 5], [76, 5], [76, 5...  {56: 51, 13: 24, 84: 24, 9...
9             10         1       2  Nasser, Mrs. Nicholas (Ade...  female  14.00      1      0            237736   30.0708              NaN        C  [[[88, 97], [88, 97], [88,...                       {69: 43}
11            12         1       1       Bonnell, Miss. Elizabeth  female  58.00      0      0            113783   26.5500             C103        S         [[[66, 84], [66, 84]]]  {87: 7, 75: 62, 84: 22, 94...
15            16         1       2  Hewlett, Mrs. (Mary D King...  female  55.00      0      0            248706   16.0000              NaN        S  [[[93, 7], [93, 7], [93, 7...  {17: 96, 7: 68, 74: 5, 97:...


df.loc_negative_and(('Age','>=', 13), ('Sex','str', 'female'))
     PassengerId  Survived  Pclass                           Name   Sex    Age  SibSp  Parch           Ticket      Fare    Cabin Embarked                       listtest                       dicttest
386          387         0       3  Goodwin, Master. Sidney Le...  male   1.00      5      2          CA 2144   46.9000      NaN        S  [[[32, 26], [32, 26], [32,...  {42: 33, 97: 56, 33: 73, 7...
261          262         1       3  Asplund, Master. Edvin Roj...  male   3.00      4      2           347077   31.3875      NaN        S  [[[40, 73], [40, 73], [40,...  {7: 23, 93: 3, 18: 66, 96:...
7              8         0       3  Palsson, Master. Gosta Leo...  male   2.00      3      1           349909   21.0750      NaN        S  [[[42, 52], [42, 52], [42,...               {71: 69, 44: 14}
16            17         0       3           Rice, Master. Eugene  male   2.00      4      1           382652   29.1250      NaN        Q  [[[24, 8], [24, 8], [24, 8...  {20: 91, 56: 55, 11: 16, 3...
787          788         0       3      Rice, Master. George Hugh  male   8.00      4      1           382652   29.1250      NaN        Q  [[[32, 90], [32, 90], [32,...  {5: 17, 83: 1, 82: 16, 21:...
788          789         1       3     Dean, Master. Bertram Vere  male   1.00      1      2        C.A. 2315   20.5750      NaN        S  [[[27, 72], [27, 72], [27,...       {58: 65, 42: 92, 61: 72}
278          279         0       3             Rice, Master. Eric  male   7.00      4      1           382652   29.1250      NaN        Q  [[[48, 59], [48, 59], [48,...  {16: 64, 97: 83, 66: 91, 9...



df.shortloc_regex('Name', '^Ab').shortloc_not_equal('Sex', 'male').shortloc_equal('Age', 35)
     PassengerId  Survived  Pclass                           Name     Sex   Age  SibSp  Parch     Ticket   Fare Cabin Embarked                       listtest                       dicttest
279          280         1       3  Abbott, Mrs. Stanton (Rosa...  female  35.0      1      1  C.A. 2673  20.25   NaN        S  [[[93, 85], [93, 85], [93,...  {37: 16, 68: 58, 42: 7, 20...



df.shortloc_in_iter('dicttest', 65).shortloc_not_in_iter('listtest', [77,65,80,83])
     PassengerId  Survived  Pclass                           Name     Sex   Age  SibSp  Parch       Ticket      Fare        Cabin Embarked                       listtest                       dicttest
515          516         0       1   Walker, Mr. William Anderson    male  47.0      0      0        36967   34.0208          D46        S  [[[55, 13], [55, 13], [55,...  {67: 25, 73: 76, 93: 74, 6...
772          773         0       2              Mack, Mrs. (Mary)  female  57.0      0      0  S.O./P.P. 3   10.5000          E77        S  [[[3, 67], [3, 67], [3, 67...  {20: 62, 88: 78, 22: 65, 1...
518          519         1       2  Angle, Mrs. William A (Flo...  female  36.0      1      0       226875   26.0000          NaN        S         [[[78, 94], [78, 94]]]  {32: 53, 48: 66, 20: 5, 67...
10            11         1       3  Sandstrom, Miss. Marguerit...  female   4.0      1      1      PP 9549   16.7000           G6        S  [[[28, 63], [28, 63], [28,...  {12: 80, 63: 96, 79: 99, 5...
275          276         1       1  Andrews, Miss. Kornelia Th...  female  63.0      1      0        13502   77.9583           D7        S                   [[[84, 21]]]  {31: 95, 27: 48, 89: 25, 6...
788          789         1       3     Dean, Master. Bertram Vere    male   1.0      1      2    C.A. 2315   20.5750          NaN        S  [[[27, 72], [27, 72], [27,...       {58: 65, 42: 92, 61: 72}



df.shortloc_not_isna("Cabin").shortloc_str("Cabin", "C").shortloc_not_regex(
   "Cabin", "^.{4,}$"
)
     PassengerId  Survived  Pclass                           Name     Sex   Age  SibSp  Parch    Ticket      Fare Cabin Embarked                       listtest                       dicttest
1              2         1       1  Cumings, Mrs. John Bradley...  female  38.0      1      0  PC 17599   71.2833   C85        C  [[[31, 68], [31, 68], [31,...                        {9: 77}
269          270         1       1         Bissette, Miss. Amelia  female  35.0      0      0  PC 17760  135.6333   C99        S  [[[89, 54], [89, 54], [89,...  {50: 9, 91: 60, 30: 67, 46...
527          528         0       1             Farthing, Mr. John    male   NaN      0      0  PC 17483  221.7792   C95        S  [[[9, 72], [9, 72], [9, 72...               {41: 24, 63: 10}
151          152         1       1  Pears, Mrs. Thomas (Edith ...  female  22.0      1      0    113776   66.6000    C2        S  [[[24, 98], [24, 98], [24,...  {80: 92, 25: 89, 32: 82, 1...
412          413         1       1         Minahan, Miss. Daisy E  female  33.0      1      0     19928   90.0000   C78        Q                    [[[2, 41]]]                       {57: 41}
544          545         0       1     Douglas, Mr. Walter Donald    male  50.0      1      0  PC 17761  106.4250   C86        C  [[[55, 21], [55, 21], [55,...               {51: 49, 16: 20}
550          551         1       1    Thayer, Mr. John Borland Jr    male  17.0      0      2     17421  110.8833   C70        C  [[[37, 20], [37, 20], [37,...               {17: 85, 49: 77}
430          431         1       1  Bjornstrom-Steffansson, Mr...    male  28.0      0      0    110564   26.5500   C52        S  [[[14, 61], [14, 61], [14,...                       {62: 40}


df.shortloc_in_iter('listtest',[99, 77]).shortloc_regex('listtest',r"7\b,\s*\b9"))
     PassengerId  Survived  Pclass                  Name     Sex   Age  SibSp  Parch Ticket     Fare Cabin Embarked                       listtest                       dicttest
111          112         0       3  Zabour, Miss. Hileni  female  14.5      1      0   2665  14.4542   NaN        C  [[[27, 99], [27, 99], [27,...  {76: 81, 62: 60, 98: 43, 5...


#all methods can also be used against Series
#Two examples

df.Pclass.shortloc_regex('^2$')
Out[54]: 
9      2
15     2
17     2
20     2
21     2
      ..

df.Pclass.shortloc_regex_replace('^3$',2000)
Out[56]: 
0      2000
1         1
2      2000
3         1
4      2000
       ... 
```