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diff --git a/.vscode/settings.json b/.vscode/settings.json
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+++ b/.vscode/settings.json
@@ -0,0 +1,3 @@
+{
+    "python.pythonPath": "/Users/noahpovis/opt/anaconda3/envs/unit3lambda/bin/python"
+}
\ No newline at end of file
diff --git a/demo.sqlite b/demo.sqlite
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diff --git a/demo.sqlite3 b/demo.sqlite3
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diff --git a/module1-introduction-to-sql/buddymove_holidayiq.db b/module1-introduction-to-sql/buddymove_holidayiq.db
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diff --git a/module1-introduction-to-sql/buddymove_holidayiq.py b/module1-introduction-to-sql/buddymove_holidayiq.py
new file mode 100644
index 00000000..14774fad
--- /dev/null
+++ b/module1-introduction-to-sql/buddymove_holidayiq.py
@@ -0,0 +1,40 @@
+
+import pandas as pd 
+import sqlite3
+
+conn = sqlite3.connect('buddymove_holidayiq.sqlite3')
+conn 
+
+cursor = conn.cursor()
+# df = pd.read_csv('/Users/noahpovis/Desktop/Lambda Clones/DS-Unit-3-Sprint-2-SQL-and-Databases/module1-introduction-to-sql/buddymove_holidayiq.csv')
+# df.to_sql('buddymove_holidayiq' , con=conn)
+
+# - Count how many rows you have - it should be 249!
+query = '''
+    SELECT 
+        COUNT(*) 
+    FROM buddymove_holidayiq
+    '''
+result = cursor.execute(query).fetchall()
+print(f'Number of rows are {result[0][0]}')
+# - How many users who reviewed at least 100 `Nature` in the category also
+#   reviewed at least 100 in the `Shopping` category?
+query = '''
+    SELECT 
+        COUNT(*) 
+    FROM buddymove_holidayiq
+    WHERE buddymove_holidayiq.Nature >= 100 AND buddymove_holidayiq.Shopping >= 100
+    '''
+result = cursor.execute(query).fetchall()
+print(f'{result[0][0]} users reviewed both Nature and Shopping categories over 100 times')
+# - (*Stretch*) What are the average number of reviews for each category?
+query = '''
+SELECT
+round(AVG(Nature),2) as Nature_Avg, round(AVG(Sports),2) as Sport_Avg, round(AVG(Religious),2) as Religion_Avg,
+round(AVG(Theatre),2) as Theatre_Avg, round(AVG(Shopping)
+        , 2) as Shopping_avg, round(AVG(Picnic),2) as Picnic_AVG
+FROM (SELECT * FROM buddymove_holidayiq)
+'''
+results = cursor.execute(query).fetchall()
+
+print(results)
diff --git a/module1-introduction-to-sql/buddymove_holidayiq.sqlite3 b/module1-introduction-to-sql/buddymove_holidayiq.sqlite3
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diff --git a/module1-introduction-to-sql/practice_table.db b/module1-introduction-to-sql/practice_table.db
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diff --git a/module1-introduction-to-sql/rpg_db.py b/module1-introduction-to-sql/rpg_db.py
new file mode 100644
index 00000000..8d82fe92
--- /dev/null
+++ b/module1-introduction-to-sql/rpg_db.py
@@ -0,0 +1,108 @@
+"""- How many total Characters are there?
+- How many of each specific subclass?
+- How many total Items?
+- How many of the Items are weapons? How many are not?
+- How many Items does each character have? (Return first 20 rows)
+- How many Weapons does each character have? (Return first 20 rows)
+- On average, how many Items does each Character have?
+- On average, how many Weapons does each character have?
+"""
+
+
+import sqlite3
+
+conn = sqlite3.connect('rpg_db.sqlite3')
+curs = conn.cursor()
+
+
+#How many total Characters are there?
+count_characters = 'SELECT COUNT(*) FROM charactercreator_character;' 
+print(curs.execute(count_characters).fetchall())
+
+# How many of each specific subclass?
+count_cleric = 'SELECT COUNT(*) FROM charactercreator_cleric;'
+count_fighter = 'SELECT COUNT(*) FROM charactercreator_fighter;'
+count_mage = 'SELECT COUNT(*) FROM charactercreator_mage;'
+count_necromancer = 'SELECT COUNT(*) FROM charactercreator_necromancer;'
+count_thief = 'SELECT COUNT(*) FROM charactercreator_thief;'
+
+print('Cleric number:', curs.execute(count_cleric).fetchall())
+print('Fighter number:', curs.execute(count_fighter).fetchall())
+print('Mage number:', curs.execute(count_mage).fetchall())
+print('Necromancer number:', curs.execute(count_necromancer).fetchall())
+print('Thief number:', curs.execute(count_thief).fetchall())
+
+#How many total Items?
+count_armory = 'SELECT COUNT(*) FROM armory_item;'
+print('Item count:', curs.execute(count_armory).fetchall())
+
+#How many of the Items are weapons? How many are not?
+count_weapons = 'SELECT COUNT(DISTINCT armory_item.item_id) FROM armory_item INNER JOIN armory_weapon ON armory_item.item_id = armory_weapon.item_ptr_id;'
+print('Total weapon count in items:', curs.execute(count_weapons).fetchall())
+
+count_not_weapons = 'SELECT COUNT(*) FROM armory_item, armory_weapon WHERE armory_item.item_id <> armory_weapon.item_ptr_id;'
+print('Total item count in items that are not weapons', curs.execute(count_not_weapons).fetchall()[0][0])
+
+#How many Items does each character have? (Return first 20 rows)
+# item_cleric = 'SELECT COUNT(*) FROM charactercreator_character_inventory, charactercreator_cleric WHERE charactercreator_cleric.character_ptr_id = charactercreator_character_inventory.character_id LIMIT 20;'
+# print('Cleric item count:', curs.execute(item_cleric).fetchall()[0][0]) 
+
+# item_fighter = 'SELECT COUNT(*) FROM charactercreator_character_inventory, charactercreator_fighter WHERE charactercreator_fighter.character_ptr_id = charactercreator_character_inventory.character_id;'
+# print('Fighter item count:', curs.execute(item_fighter).fetchall()[0][0]) 
+
+# item_mage = 'SELECT COUNT(*) FROM charactercreator_character_inventory, charactercreator_mage WHERE charactercreator_mage.character_ptr_id = charactercreator_character_inventory.character_id;'
+# print('Mage item count:', curs.execute(item_mage).fetchall()[0][0]) 
+
+# item_necro = 'SELECT COUNT(*) FROM charactercreator_character_inventory, charactercreator_necromancer WHERE charactercreator_necromancer.mage_ptr_id = charactercreator_character_inventory.character_id;'
+# print('Necromancer item count:', curs.execute(item_necro).fetchall()[0][0]) 
+
+# item_thief = 'SELECT COUNT(*) FROM charactercreator_character_inventory, charactercreator_thief WHERE charactercreator_thief.character_ptr_id = charactercreator_character_inventory.character_id;'
+# print('Thief item count:', curs.execute(item_thief).fetchall()[0][0]) 
+
+query = 'SELECT character_id, COUNT(distinct item_id) FROM charactercreator_character_inventory GROUP BY character_id LIMIT 20'
+result = curs.execute(query).fetchall()
+print('\n Each character has the following number of items:')
+for each in result:
+    print(f'Character {each[0]} has {each[1]} item(s).')
+
+# How many Weapons does each character have? (Return first 20 rows)
+query = '''
+    SELECT
+        charactercreator_character_inventory.character_id,
+        count(distinct item_ptr_id)
+    FROM
+        charactercreator_character_inventory
+        LEFT JOIN armory_weapon ON armory_weapon.item_ptr_id = charactercreator_character_inventory.item_id
+    GROUP BY
+        character_id
+    LIMIT
+        20
+'''
+result = curs.execute(query).fetchall()
+print('\nEach character has the following number of weapons:')
+for each in result:
+    print(f'Character {each[0]} has {each[1]} weapon(s).')
+
+# - On average, how many Items does each Character have?
+query = '''
+    SELECT 
+        COUNT(item_id)  as a, COUNT(distinct character_id) as b 
+    FROM 
+        charactercreator_character_inventory
+        '''
+result = curs.execute(query).fetchall()
+print(f'\nOn average, each character has {result [0][0] / result [0][1]} items.')
+
+# On average, how many Weapons does each character have?
+
+query = '''
+    SELECT
+        COUNT(item_ptr_id) as a, count(distinct character_id) as b
+    FROM
+        charactercreator_character_inventory
+        LEFT JOIN armory_weapon ON armory_weapon.item_ptr_id = charactercreator_character_inventory.item_id
+'''
+result = curs.execute(query).fetchall()
+print(f'\nOne average, each character has {result[0][0] / result[0][1]} weapons\n')
+
+
diff --git a/module2-sql-for-analysis/insert_titanic.py b/module2-sql-for-analysis/insert_titanic.py
new file mode 100644
index 00000000..698b4ded
--- /dev/null
+++ b/module2-sql-for-analysis/insert_titanic.py
@@ -0,0 +1,67 @@
+# Then, set up a new table for the Titanic data (`titanic.csv`) - spend some time
+# thinking about the schema to make sure it is appropriate for the columns.
+# [Enumerated types](https://www.postgresql.org/docs/9.1/datatype-enum.html) may
+# be useful. Once it is set up, write a `insert_titanic.py` script that uses
+# `psycopg2` to connect to and upload the data from the csv, and add the file to
+# your repo. Then start writing PostgreSQL queries to explore the data!
+
+import sqlite3
+import psycopg2
+import pandas as pd 
+
+#read in csv 
+df = pd.read_csv('titanic.csv')
+df['Name'] = df['Name'].str.replace("'"," ")
+
+df.info()
+
+#create sqlite3 
+conn = sqlite3.connect('titanic.sqlite3')
+#create cursor 
+curs = conn.cursor()
+#convert to sql 
+df.to_sql('titanic', conn)
+
+#pulling out data from the sql base we just made
+get_titanic = 'SELECT * FROM titanic;'
+passangers = curs.execute(get_titanic).fetchall()
+
+#put info and connect elephant 
+dbname = 'njskuvoi'
+user = 'njskuvoi'
+password = 'V4hoTmOL2IlAb_98ylcdRtErA_ERzFMo'
+host = 'ruby.db.elephantsql.com'
+pg_conn = psycopg2.connect(dbname=dbname, user=user,
+                           password=password, host=host)
+
+create_table_statement = """
+
+CREATE TABLE titanic1 ( 
+    id SERIAL PRIMARY KEY, 
+    Survived INTEGER,
+    pclass INTEGER,
+    name VARCHAR (140),
+    sex VARCHAR (10),
+    age FLOAT(1),
+    siblings_spouses_aboard INTEGER, 
+    parents_children_aboard INTEGER,
+    fare FLOAT(4) 
+);
+"""
+#CREATE NEW CURSOR 
+pg_curs = pg_conn.cursor()
+
+#EXECUTE 
+pg_curs.execute(create_table_statement)
+
+for x in passangers:
+    insert_passanger = """
+    INSERT INTO titanic1 
+    (Survived, Pclass, Name, Sex, Age, 
+    Siblings_Spouses_Aboard, Parents_Children_Aboard, Fare)
+    VALUES """ + str(x[1:]) + ";"
+    pg_curs.execute(insert_passanger)
+
+
+pg_conn.commit()
+
diff --git a/module2-sql-for-analysis/part1.py b/module2-sql-for-analysis/part1.py
new file mode 100644
index 00000000..53345e85
--- /dev/null
+++ b/module2-sql-for-analysis/part1.py
@@ -0,0 +1,91 @@
+
+# Step 1 - Extract, getting data out of SQLite3
+import sqlite3
+sl_conn = sqlite3.connect('/Users/noahpovis/Desktop/Lambda Clones/DS-Unit-3-Sprint-2-SQL-and-Databases/module1-introduction-to-sql/rpg_db.sqlite3')
+sl_curs = sl_conn.cursor()
+
+# Our goal - copy the charactercreator_character table
+get_characters = 'SELECT * FROM charactercreator_character;'
+characters = sl_curs.execute(get_characters).fetchall()
+
+# Step 2 - Transform
+# Our goal is to make a schema to define a table that fits this data in Postgres
+# Can we check the old schema?
+sl_curs.execute('PRAGMA table_info(charactercreator_character);').fetchall()
+
+## We need to make a create statement for PostgreSQL that captures these types
+create_character_table = """
+CREATE TABLE charactercreator_character (
+  character_id SERIAL PRIMARY KEY,
+  name VARCHAR(30),
+  level INT,
+  exp INT,
+  hp INT,
+  strength INT,
+  intelligence INT,
+  dexterity INT,
+  wisdom INT
+);
+"""
+#!pip install psycopg2-binary
+import psycopg2
+dbname = 'njskuvoi'
+user = 'njskuvoi'
+password = 'V4hoTmOL2IlAb_98ylcdRtErA_ERzFMo'
+host = 'ruby.db.elephantsql.com'
+pg_conn = psycopg2.connect(dbname=dbname, user=user,
+                           password=password, host=host)
+pg_curs = pg_conn.cursor() #works the same as sqlite !
+
+# May need to rerun the .connect to refresh
+pg_curs = pg_conn.cursor()
+pg_curs.execute(create_character_table)
+pg_conn.commit()
+
+# We can query tables if we want to check
+# This is a clever optional thing, showing postgresql internals
+show_tables = """
+SELECT
+   *
+FROM
+   pg_catalog.pg_tables
+WHERE
+   schemaname != 'pg_catalog'
+AND schemaname != 'information_schema';
+"""
+pg_curs.execute(show_tables)
+pg_curs.fetchall()
+
+example_insert = """
+INSERT INTO charactercreator_character
+(name, level, exp, hp, strength, intelligence, dexterity, wisdom)
+VALUES """ + str(characters[0][1:]) + ";"
+
+print(example_insert)  # Not running, just inspecting
+
+# If we ran that, we'd insert the first character
+# But we want them all - loops!
+for character in characters:
+  insert_character = """
+    INSERT INTO charactercreator_character
+    (name, level, exp, hp, strength, intelligence, dexterity, wisdom)
+    VALUES """ + str(character[1:]) + ";"
+  pg_curs.execute(insert_character)
+
+  # PostgreSQL cursor needs to fetch in separate step, unlike SQLite
+pg_curs.execute('SELECT * FROM charactercreator_character LIMIT 5;')
+pg_curs.fetchall()
+
+# It inserted, and we can query from our open cursor (because it did the insert)
+# But other connections and cursors don't know about it yet - we didn't commit!
+pg_conn.commit()
+
+pg_curs.execute('SELECT * FROM charactercreator_character;')
+pg_characters = pg_curs.fetchall()
+
+# We could do more spot checks, but let's loop and check them all
+for character, pg_character in zip(characters, pg_characters):
+  assert character == pg_character
+
+  
+
diff --git a/module2-sql-for-analysis/rpg_db.sqlite3 b/module2-sql-for-analysis/rpg_db.sqlite3
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