ishwor2048

# Thanks to Jose Portilla on Udemy for giving me amazing idea for this model

# Performing keras basics based on Iris dataset

# First of all, importing basic libraries, numpy and pandas
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import keras

ishwor2048

# Working on MNIST dataset, handwritten digits predictions

# Python 2 and 3 compatibility
from __future__ import print_function

# Importing tensorflow as tf
import tensorflow as tf

# Importing keras, simplified interface for building models
import keras

ishwor2048

######################
# Importing new libraries into the terminal to run models
######################

from sklearn.preprocessing import StandardScaler # standard scaler
from sklearn.decomposition import PCA # principal component analysis



############################

ishwor2048

#Importing required packages

import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.model_selection import train_test_split # train/test split
from sklearn.neighbors import KNeighborsClassifier
from sklearn.model_selection import cross_val_score
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import GridSearchCV

ishwor2048

#Importing Required Libraries and Packages

import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
import statsmodels.api as sm
import os
from sklearn.model_selection import train_test_split # train/test split
from sklearn.neighbors import KNeighborsRegressor # KNN for Regression
import statsmodels.formula.api as sm # regression modeling

ishwor2048

# -*- coding: utf-8 -*-
"""
Created on Tue May 28 15:04:39 2019

@author: Ishwor Bhusal
"""

# Importing basic packages
import numpy as np
import pandas as pd

ishwor2048

# Problem is solved under python3:

"""
You are given  words. Some words may repeat. For each word, output its number of occurrences. The output order should correspond with the input order of appearance of the word. See the sample input/output for clarification.

Note: Each input line ends with a "\n" character.

Constraints: 
1 <= n = 10^5

ishwor2048

JOINING DATA IN POSTGRESQL
Target is to join two or more database together in a single table
Innerjoin in SQL
Select p1.country, p1.continent,
	Prime_minister, president
FROM prime_ministers AS p1
INNER JOIN presidents AS p2
ON p1.country = p2.country;
=====================================================================
Inner join