From 20cc9f1f6702f8f0e4625deae732508e1ed1209d Mon Sep 17 00:00:00 2001
From: nimu77 <nirmal.thapa77@outlook.com>
Date: Mon, 8 Jun 2020 23:34:04 -0700
Subject: [PATCH 1/3] assignment

---
 .../buddymove_holidayiq.py                    |   7 ++
 .../rpg_db.sqlite3-journal                    | Bin 0 -> 4616 bytes
 module1-introduction-to-sql/sqlwithpython.py  |  99 ++++++++++++++++++
 3 files changed, 106 insertions(+)
 create mode 100644 module1-introduction-to-sql/buddymove_holidayiq.py
 create mode 100644 module1-introduction-to-sql/rpg_db.sqlite3-journal
 create mode 100644 module1-introduction-to-sql/sqlwithpython.py

diff --git a/module1-introduction-to-sql/buddymove_holidayiq.py b/module1-introduction-to-sql/buddymove_holidayiq.py
new file mode 100644
index 00000000..1dbd800f
--- /dev/null
+++ b/module1-introduction-to-sql/buddymove_holidayiq.py
@@ -0,0 +1,7 @@
+import pandas as pd
+import sqlite3
+
+df = pd.read_csv('buddymove_holidayiq.csv')
+print(df.head())
+print(df.shape)
+print(df.isnull().sum())
diff --git a/module1-introduction-to-sql/rpg_db.sqlite3-journal b/module1-introduction-to-sql/rpg_db.sqlite3-journal
new file mode 100644
index 0000000000000000000000000000000000000000..45aedba885daf6bcf770ef94c99133c8047f2f04
GIT binary patch
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HcmV?d00001

diff --git a/module1-introduction-to-sql/sqlwithpython.py b/module1-introduction-to-sql/sqlwithpython.py
new file mode 100644
index 00000000..1b27da38
--- /dev/null
+++ b/module1-introduction-to-sql/sqlwithpython.py
@@ -0,0 +1,99 @@
+# import os
+import sqlite3
+
+# construct a path to wherever your database exists
+DB_FILEPATH = "rpg_db.sqlite3"
+# DB_FILEPATH = os.path.join(os.path.dirname(__file__), "..", "chinook.db")
+
+connection = sqlite3.connect(DB_FILEPATH)
+
+cursor = connection.cursor()
+
+query = "SELECT DISTINCT name FROM charactercreator_character"
+chars = cursor.execute(query).fetchall()
+q1 = len(chars)
+
+print('\n # How many total characters are there?')
+print(f'   Total characters: {q1}')
+
+query1 = "SELECT * FROM charactercreator_cleric"
+query2 = "SELECT * FROM charactercreator_fighter"
+query3 = "SELECT * FROM charactercreator_mage"
+query4 = "SELECT * FROM charactercreator_thief"
+query5 = "SELECT * FROM charactercreator_necromancer"
+
+chars = cursor.execute(query1).fetchall()
+cleric = len(chars)
+chars = cursor.execute(query2).fetchall()
+fighter = len(chars)
+chars = cursor.execute(query3).fetchall()
+mage = len(chars)
+chars = cursor.execute(query4).fetchall()
+thief = len(chars)
+chars = cursor.execute(query5).fetchall()
+necromancer = len(chars)
+
+print('\n # How many of each specific subclass?')
+print(f'   Cleric: {cleric}')
+print(f'   Fighter: {fighter}')
+print(f'   Mage: {mage}')
+print(f'   Thief: {thief}')
+print(f'   Necromancer: {necromancer}')
+
+query6 = "SELECT * FROM charactercreator_character_inventory"
+chars = cursor.execute(query6).fetchall()
+item = len(chars)
+
+print('\n # How many total Items?')
+print(f'   Total Items: {item}')
+
+query7 = "SELECT * FROM armory_weapon"
+chars = cursor.execute(query7).fetchall()
+weapons = len(chars)
+
+print('\n # How many of the Items are weapons? How many are not?')
+print(f'   Weapon Items: {weapons}')
+print(f'   Items that are not weapon: {item - weapons}')
+
+
+query8 = '''
+            SELECT
+                cc.name,
+	            count(distinct ai.item_id) as item_count
+            FROM charactercreator_character as cc
+            JOIN charactercreator_character_inventory as ci
+            ON cc.character_id = ci.character_id
+            JOIN armory_item as ai
+            on ci.item_id = ai.item_id
+            GROUP by cc.name
+            LIMIT 20'''
+chars = cursor.execute(query8).fetchall()
+
+print('\n # How many Items does each character have? (Return first 20 rows)')
+for i in chars:
+    print(i)
+
+query9 = '''
+         SELECT
+	        cc.name,
+	        count(distinct aw.item_ptr_id) as weapon_count
+         FROM charactercreator_character as cc
+         JOIN charactercreator_character_inventory as ci
+         ON cc.character_id = ci.character_id
+         JOIN armory_weapon as aw
+         on ci.item_id = aw.item_ptr_id
+         GROUP by cc.name
+         LIMIT 20'''
+
+chars = cursor.execute(query9).fetchall()
+
+print('\n # How many Weapons does each character have? (Return first 20 rows)')
+for c in chars:
+    print(c)
+# print(f'First 20 rows of weapons each character have are: \n{chars}')
+
+print('\n # On average, how many Items does each Character have?')
+print(f'  On average, Character have {item/q1:.2f} items.')
+
+print('\n # On average, how many Weapons does each Character have?')
+print(f'  On average, Character have {weapons/q1:.2f} weapons.')

From adf7b0d1b4ac70337fb206ddbc7bb8490cdb39d7 Mon Sep 17 00:00:00 2001
From: nimu77 <nirmal.thapa77@outlook.com>
Date: Tue, 9 Jun 2020 12:27:10 -0700
Subject: [PATCH 2/3] assignment 1 completed and start on assignment 2

---
 Pipfile                                       |  14 ++
 Pipfile.lock                                  | 134 ++++++++++++++++++
 .../buddymove_holidayiq.py                    |  16 +++
 .../buddymove_holidayiq.sqlite3               | Bin 0 -> 20480 bytes
 .../buddymove_holidayiq_queries.py            |  33 +++++
 module1-introduction-to-sql/rpg_db.sqlite3    | Bin 253952 -> 253952 bytes
 .../rpg_db.sqlite3-journal                    | Bin 4616 -> 0 bytes
 module1-introduction-to-sql/sqlwithpython.py  |  24 +++-
 .../elephant_queries_secured.py               |  23 +++
 rpg_db.sqlite3                                |   0
 10 files changed, 242 insertions(+), 2 deletions(-)
 create mode 100644 Pipfile
 create mode 100644 Pipfile.lock
 create mode 100644 module1-introduction-to-sql/buddymove_holidayiq.sqlite3
 create mode 100644 module1-introduction-to-sql/buddymove_holidayiq_queries.py
 delete mode 100644 module1-introduction-to-sql/rpg_db.sqlite3-journal
 create mode 100644 module2-sql-for-analysis/elephant_queries_secured.py
 create mode 100644 rpg_db.sqlite3

diff --git a/Pipfile b/Pipfile
new file mode 100644
index 00000000..0ad26816
--- /dev/null
+++ b/Pipfile
@@ -0,0 +1,14 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+python-dotenv = "*"
+psycopg2-binary = "*"
+pandas = "*"
+
+[dev-packages]
+
+[requires]
+python_version = "3.7"
diff --git a/Pipfile.lock b/Pipfile.lock
new file mode 100644
index 00000000..9005a1bb
--- /dev/null
+++ b/Pipfile.lock
@@ -0,0 +1,134 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "60518732f4d1b8cd1642f16e6772ec4dfe41de6d77660cb1e0821adfaa94ec33"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.7"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "numpy": {
+            "hashes": [
+                "sha256:0172304e7d8d40e9e49553901903dc5f5a49a703363ed756796f5808a06fc233",
+                "sha256:34e96e9dae65c4839bd80012023aadd6ee2ccb73ce7fdf3074c62f301e63120b",
+                "sha256:3676abe3d621fc467c4c1469ee11e395c82b2d6b5463a9454e37fe9da07cd0d7",
+                "sha256:3dd6823d3e04b5f223e3e265b4a1eae15f104f4366edd409e5a5e413a98f911f",
+                "sha256:4064f53d4cce69e9ac613256dc2162e56f20a4e2d2086b1956dd2fcf77b7fac5",
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+                "sha256:7d42ab8cedd175b5ebcb39b5208b25ba104842489ed59fbb29356f671ac93583",
+                "sha256:965df25449305092b23d5145b9bdaeb0149b6e41a77a7d728b1644b3c99277c1",
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+                "sha256:ac792b385d81151bae2a5a8adb2b88261ceb4976dbfaaad9ce3a200e036753dc",
+                "sha256:b03b2c0badeb606d1232e5f78852c102c0a7989d3a534b3129e7856a52f3d161",
+                "sha256:b39321f1a74d1f9183bf1638a745b4fd6fe80efbb1f6b32b932a588b4bc7695f",
+                "sha256:cae14a01a159b1ed91a324722d746523ec757357260c6804d11d6147a9e53e3f",
+                "sha256:cd49930af1d1e49a812d987c2620ee63965b619257bd76eaaa95870ca08837cf",
+                "sha256:e15b382603c58f24265c9c931c9a45eebf44fe2e6b4eaedbb0d025ab3255228b",
+                "sha256:e91d31b34fc7c2c8f756b4e902f901f856ae53a93399368d9a0dc7be17ed2ca0",
+                "sha256:ef627986941b5edd1ed74ba89ca43196ed197f1a206a3f18cc9faf2fb84fd675",
+                "sha256:f718a7949d1c4f622ff548c572e0c03440b49b9531ff00e4ed5738b459f011e8"
+            ],
+            "version": "==1.18.5"
+        },
+        "pandas": {
+            "hashes": [
+                "sha256:034185bb615dc96d08fa13aacba8862949db19d5e7804d6ee242d086f07bcc46",
+                "sha256:0c9b7f1933e3226cc16129cf2093338d63ace5c85db7c9588e3e1ac5c1937ad5",
+                "sha256:1f6fcf0404626ca0475715da045a878c7062ed39bc859afc4ccf0ba0a586a0aa",
+                "sha256:1fc963ba33c299973e92d45466e576d11f28611f3549469aec4a35658ef9f4cc",
+                "sha256:29b4cfee5df2bc885607b8f016e901e63df7ffc8f00209000471778f46cc6678",
+                "sha256:2a8b6c28607e3f3c344fe3e9b3cd76d2bf9f59bc8c0f2e582e3728b80e1786dc",
+                "sha256:2bc2ff52091a6ac481cc75d514f06227dc1b10887df1eb72d535475e7b825e31",
+                "sha256:415e4d52fcfd68c3d8f1851cef4d947399232741cc994c8f6aa5e6a9f2e4b1d8",
+                "sha256:519678882fd0587410ece91e3ff7f73ad6ded60f6fcb8aa7bcc85c1dc20ecac6",
+                "sha256:51e0abe6e9f5096d246232b461649b0aa627f46de8f6344597ca908f2240cbaa",
+                "sha256:698e26372dba93f3aeb09cd7da2bb6dd6ade248338cfe423792c07116297f8f4",
+                "sha256:83af85c8e539a7876d23b78433d90f6a0e8aa913e37320785cf3888c946ee874",
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+                "sha256:a647e44ba1b3344ebc5991c8aafeb7cca2b930010923657a273b41d86ae225c4",
+                "sha256:b35d625282baa7b51e82e52622c300a1ca9f786711b2af7cbe64f1e6831f4126",
+                "sha256:bab51855f8b318ef39c2af2c11095f45a10b74cbab4e3c8199efcc5af314c648"
+            ],
+            "index": "pypi",
+            "version": "==1.0.4"
+        },
+        "psycopg2-binary": {
+            "hashes": [
+                "sha256:008da3ab51adc70a5f1cfbbe5db3a22607ab030eb44bcecf517ad11a0c2b3cac",
+                "sha256:07cf82c870ec2d2ce94d18e70c13323c89f2f2a2628cbf1feee700630be2519a",
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+                "sha256:7036ccf715925251fac969f4da9ad37e4b7e211b1e920860148a10c0de963522",
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+                "sha256:a34826d6465c2e2bbe9d0605f944f19d2480589f89863ed5f091943be27c9de4",
+                "sha256:a69970ee896e21db4c57e398646af9edc71c003bc52a3cc77fb150240fefd266",
+                "sha256:b9a8b391c2b0321e0cd7ec6b4cfcc3dd6349347bd1207d48bcb752aa6c553a66",
+                "sha256:ba13346ff6d3eb2dca0b6fa0d8a9d999eff3dcd9b55f3a890f12b0b6362b2b38",
+                "sha256:bb0608694a91db1e230b4a314e8ed00ad07ed0c518f9a69b83af2717e31291a3",
+                "sha256:c8830b7d5f16fd79d39b21e3d94f247219036b29b30c8270314c46bf8b732389",
+                "sha256:cac918cd7c4c498a60f5d2a61d4f0a6091c2c9490d81bc805c963444032d0dab",
+                "sha256:cc30cb900f42c8a246e2cb76539d9726f407330bc244ca7729c41a44e8d807fb",
+                "sha256:ccdc6a87f32b491129ada4b87a43b1895cf2c20fdb7f98ad979647506ffc41b6",
+                "sha256:d1a8b01f6a964fec702d6b6dac1f91f2b9f9fe41b310cbb16c7ef1fac82df06d",
+                "sha256:e004db88e5a75e5fdab1620fb9f90c9598c2a195a594225ac4ed2a6f1c23e162",
+                "sha256:eb2f43ae3037f1ef5e19339c41cf56947021ac892f668765cd65f8ab9814192e",
+                "sha256:fa466306fcf6b39b8a61d003123d442b23707d635a5cb05ac4e1b62cc79105cd"
+            ],
+            "index": "pypi",
+            "version": "==2.8.5"
+        },
+        "python-dateutil": {
+            "hashes": [
+                "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c",
+                "sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a"
+            ],
+            "version": "==2.8.1"
+        },
+        "python-dotenv": {
+            "hashes": [
+                "sha256:25c0ff1a3e12f4bde8d592cc254ab075cfe734fc5dd989036716fd17ee7e5ec7",
+                "sha256:3b9909bc96b0edc6b01586e1eed05e71174ef4e04c71da5786370cebea53ad74"
+            ],
+            "index": "pypi",
+            "version": "==0.13.0"
+        },
+        "pytz": {
+            "hashes": [
+                "sha256:a494d53b6d39c3c6e44c3bec237336e14305e4f29bbf800b599253057fbb79ed",
+                "sha256:c35965d010ce31b23eeb663ed3cc8c906275d6be1a34393a1d73a41febf4a048"
+            ],
+            "version": "==2020.1"
+        },
+        "six": {
+            "hashes": [
+                "sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259",
+                "sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced"
+            ],
+            "version": "==1.15.0"
+        }
+    },
+    "develop": {}
+}
diff --git a/module1-introduction-to-sql/buddymove_holidayiq.py b/module1-introduction-to-sql/buddymove_holidayiq.py
index 1dbd800f..d9c90c77 100644
--- a/module1-introduction-to-sql/buddymove_holidayiq.py
+++ b/module1-introduction-to-sql/buddymove_holidayiq.py
@@ -1,7 +1,23 @@
 import pandas as pd
 import sqlite3
+import os
 
 df = pd.read_csv('buddymove_holidayiq.csv')
 print(df.head())
 print(df.shape)
 print(df.isnull().sum())
+
+filepath = os.path.join(os.path.dirname(__file__), "buddymove_holidayiq.sqlite3")
+
+connection = sqlite3.connect(filepath)
+
+df.to_sql("review", connection)
+cursor = connection.cursor()
+# queries
+
+query = "SELECT * from review"
+chars = cursor.execute(query).fetchall()
+q1 = len(chars)
+
+print(' # How many rows in the table?')
+print(f'  {q1} rows in the table.')
diff --git a/module1-introduction-to-sql/buddymove_holidayiq.sqlite3 b/module1-introduction-to-sql/buddymove_holidayiq.sqlite3
new file mode 100644
index 0000000000000000000000000000000000000000..0814583aa9c5b188780d3ab920f772e83929e193
GIT binary patch
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diff --git a/module1-introduction-to-sql/buddymove_holidayiq_queries.py b/module1-introduction-to-sql/buddymove_holidayiq_queries.py
new file mode 100644
index 00000000..6e0ca48f
--- /dev/null
+++ b/module1-introduction-to-sql/buddymove_holidayiq_queries.py
@@ -0,0 +1,33 @@
+import sqlite3
+
+# construct a path to wherever your database exists
+DB_FILEPATH = "buddymove_holidayiq.sqlite3"
+# DB_FILEPATH = os.path.join(os.path.dirname(__file__), "..", "chinook.db")
+
+connection = sqlite3.connect(DB_FILEPATH)
+
+cursor = connection.cursor()
+
+# queries
+
+query = "SELECT * from review"
+chars = cursor.execute(query).fetchall()
+q1 = len(chars)
+
+print(' # How many rows in the table?')
+print(f'  {q1} rows in the table.')
+
+query1 = '''
+         SELECT
+            (Nature > 100) as nature_count,
+	        (Shopping > 100) as shopping_count
+         FROM review
+         WHERE nature_count = 1
+         AND shopping_count = 1
+         '''
+
+chars = cursor.execute(query1).fetchall()
+q2 = len(chars)
+
+print(' # How many users who reviewed at least 100 Nature in the category also reviewed at least 100 in the Shopping category?')
+print(f'  {q2} who reviewed at least 100 Nature in the category also reviewed at least 100 in the Shopping category.')
diff --git a/module1-introduction-to-sql/rpg_db.sqlite3 b/module1-introduction-to-sql/rpg_db.sqlite3
index 837d7f16116f34e53935a4560c69acb17766b29d..ed3b98744c9ae564d79fe94477a8c6c0ba20a11e 100644
GIT binary patch
delta 32
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delta 32
ocmZoTz~69ye}Xil<wO~0R!aswR;R|4))dCp6sD~y%yaGo0H);%cmMzZ

diff --git a/module1-introduction-to-sql/rpg_db.sqlite3-journal b/module1-introduction-to-sql/rpg_db.sqlite3-journal
deleted file mode 100644
index 45aedba885daf6bcf770ef94c99133c8047f2f04..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 4616
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diff --git a/module1-introduction-to-sql/sqlwithpython.py b/module1-introduction-to-sql/sqlwithpython.py
index 1b27da38..0c12ba4d 100644
--- a/module1-introduction-to-sql/sqlwithpython.py
+++ b/module1-introduction-to-sql/sqlwithpython.py
@@ -9,7 +9,7 @@
 
 cursor = connection.cursor()
 
-query = "SELECT DISTINCT name FROM charactercreator_character"
+query = "SELECT name FROM charactercreator_character"
 chars = cursor.execute(query).fetchall()
 q1 = len(chars)
 
@@ -95,5 +95,25 @@
 print('\n # On average, how many Items does each Character have?')
 print(f'  On average, Character have {item/q1:.2f} items.')
 
+
+query10 = '''
+
+          SELECT AVG(weapon_count) as avg_weapons_per_char
+          FROM (
+            SELECT
+                c.character_id
+                -- ,c."name"
+                --,inv.*
+                --,w.*
+                ,count(distinct w.item_ptr_id) as weapon_count
+            FROM charactercreator_character c
+            LEFT JOIN charactercreator_character_inventory inv ON c.character_id = inv.character_id
+            LEFT JOIN armory_weapon w ON inv.item_id = w.item_ptr_id
+            GROUP BY c.character_id
+            ) subq
+          '''
+
+chars = cursor.execute(query10).fetchall()
+
 print('\n # On average, how many Weapons does each Character have?')
-print(f'  On average, Character have {weapons/q1:.2f} weapons.')
+print(f'  On average, Character have {chars[0][0]:.2f} weapons.')
diff --git a/module2-sql-for-analysis/elephant_queries_secured.py b/module2-sql-for-analysis/elephant_queries_secured.py
new file mode 100644
index 00000000..5a22b1f8
--- /dev/null
+++ b/module2-sql-for-analysis/elephant_queries_secured.py
@@ -0,0 +1,23 @@
+# app/elephant_queries.py
+
+import os
+from dotenv import load_dotenv
+import psycopg2
+
+load_dotenv() #> loads contents of the .env file into the script's environment
+
+DB_NAME = os.getenv("DB_NAME")
+DB_USER = os.getenv("DB_USER")
+DB_PASSWORD = os.getenv("DB_PASSWORD")
+DB_HOST = os.getenv("DB_HOST")
+
+connection = psycopg2.connect(dbname=DB_NAME, user=DB_USER, password=DB_PASSWORD, host=DB_HOST)
+print("CONNECTION:", connection)
+
+cursor = connection.cursor()
+print("CURSOR:", cursor)
+
+cursor.execute('SELECT * from test_table;')
+result = cursor.fetchall()
+
+print(result)
diff --git a/rpg_db.sqlite3 b/rpg_db.sqlite3
new file mode 100644
index 00000000..e69de29b

From 6e966ed45391282fc47acfd0ef067a4de570b45e Mon Sep 17 00:00:00 2001
From: nimu77 <nirmal.thapa77@outlook.com>
Date: Wed, 10 Jun 2020 07:38:53 -0700
Subject: [PATCH 3/3] created table titanic in the database

---
 .../elephant_queries_secured.py               |   33 +
 module2-sql-for-analysis/insert_titanic.py    |   52 +
 rpg_db.sqlite3                                |    0
 .../titanic.csv => titanic.csv                | 1774 ++++++++---------
 4 files changed, 972 insertions(+), 887 deletions(-)
 create mode 100644 module2-sql-for-analysis/insert_titanic.py
 delete mode 100644 rpg_db.sqlite3
 rename module2-sql-for-analysis/titanic.csv => titanic.csv (97%)

diff --git a/module2-sql-for-analysis/elephant_queries_secured.py b/module2-sql-for-analysis/elephant_queries_secured.py
index 5a22b1f8..55400014 100644
--- a/module2-sql-for-analysis/elephant_queries_secured.py
+++ b/module2-sql-for-analysis/elephant_queries_secured.py
@@ -21,3 +21,36 @@
 result = cursor.fetchall()
 
 print(result)
+
+
+query = '''
+CREATE TABLE if not exists titanic (
+    id Serial Primary Key,
+    Survived int,
+    Pclass int,
+    Name varchar,
+    Sex varchar,
+    Age int,
+    Siblings_Spouses_Aboard int,
+    Parents_Children_Aboard int,
+    Fare int
+);
+'''
+
+cursor.execute(query)
+
+# inserting records (single)
+
+insertion_query = """
+INSERT INTO titanic
+    (Survived, Pclass, Name, Sex, Age, Siblings_Spouses_Aboard,
+    Parents_Children_Aboard, Fare) VALUES (%s, %s, %s, %s, %s, %s, %s, %s)
+"""
+record_to_insert = (0, 3, 'Mr. Owen Harris Brown', 'male', 22, 1, 0, 7.25)
+cursor.execute(insertion_query, record_to_insert)
+
+# save the transactions
+connection.commit()
+
+cursor.close()
+connection.close()
diff --git a/module2-sql-for-analysis/insert_titanic.py b/module2-sql-for-analysis/insert_titanic.py
new file mode 100644
index 00000000..9455193f
--- /dev/null
+++ b/module2-sql-for-analysis/insert_titanic.py
@@ -0,0 +1,52 @@
+import os
+from dotenv import load_dotenv
+import psycopg2
+import pandas as pd
+from psycopg2.extras import execute_values
+
+load_dotenv() #> loads contents of the .env file into the script's environment
+
+DB_NAME = os.getenv("DB_NAME")
+DB_USER = os.getenv("DB_USER")
+DB_PASSWORD = os.getenv("DB_PASSWORD")
+DB_HOST = os.getenv("DB_HOST")
+
+connection = psycopg2.connect(dbname=DB_NAME, user=DB_USER, password=DB_PASSWORD, host=DB_HOST)
+print("CONNECTION:", connection)
+
+cursor = connection.cursor()
+print("CURSOR:", cursor)
+
+cursor.execute('SELECT * from test_table;')
+result = cursor.fetchall()
+
+df = pd.read_csv('titanic.csv')
+print(df.head())
+
+list_of_tuples = []
+for row in df.iterrows():
+    list_of_tuples.append(row)
+# print(list_of_tuples)
+
+lines = []
+for i in range(1, len(df)):
+    result = []
+    for j in range(0, 8):
+        result.append(list_of_tuples[i][1][j])
+    lines.append(tuple(result))
+print(lines)
+
+# INSERTING RECORDS (MULTIPLE)
+
+multi_insertion_query = """
+INSERT INTO titanic
+    (Survived, Pclass, Name, Sex, Age, Siblings_Spouses_Aboard,
+    Parents_Children_Aboard, Fare) VALUES %s
+"""
+execute_values(cursor, multi_insertion_query, lines) # third param: data as a list of tuples!
+
+# save the transactions
+connection.commit()
+
+cursor.close()
+connection.close()
diff --git a/rpg_db.sqlite3 b/rpg_db.sqlite3
deleted file mode 100644
index e69de29b..00000000
diff --git a/module2-sql-for-analysis/titanic.csv b/titanic.csv
similarity index 97%
rename from module2-sql-for-analysis/titanic.csv
rename to titanic.csv
index 56117b2b..853188c8 100644
--- a/module2-sql-for-analysis/titanic.csv
+++ b/titanic.csv
@@ -1,888 +1,888 @@
-Survived,Pclass,Name,Sex,Age,Siblings/Spouses Aboard,Parents/Children Aboard,Fare
-0,3,Mr. Owen Harris Braund,male,22,1,0,7.25
-1,1,Mrs. John Bradley (Florence Briggs Thayer) Cumings,female,38,1,0,71.2833
-1,3,Miss. Laina Heikkinen,female,26,0,0,7.925
-1,1,Mrs. Jacques Heath (Lily May Peel) Futrelle,female,35,1,0,53.1
-0,3,Mr. William Henry Allen,male,35,0,0,8.05
-0,3,Mr. James Moran,male,27,0,0,8.4583
-0,1,Mr. Timothy J McCarthy,male,54,0,0,51.8625
-0,3,Master. Gosta Leonard Palsson,male,2,3,1,21.075
-1,3,Mrs. Oscar W (Elisabeth Vilhelmina Berg) Johnson,female,27,0,2,11.1333
-1,2,Mrs. Nicholas (Adele Achem) Nasser,female,14,1,0,30.0708
-1,3,Miss. Marguerite Rut Sandstrom,female,4,1,1,16.7
-1,1,Miss. Elizabeth Bonnell,female,58,0,0,26.55
-0,3,Mr. William Henry Saundercock,male,20,0,0,8.05
-0,3,Mr. Anders Johan Andersson,male,39,1,5,31.275
-0,3,Miss. Hulda Amanda Adolfina Vestrom,female,14,0,0,7.8542
-1,2,Mrs. (Mary D Kingcome) Hewlett,female,55,0,0,16
-0,3,Master. Eugene Rice,male,2,4,1,29.125
-1,2,Mr. Charles Eugene Williams,male,23,0,0,13
-0,3,Mrs. Julius (Emelia Maria Vandemoortele) Vander Planke,female,31,1,0,18
-1,3,Mrs. Fatima Masselmani,female,22,0,0,7.225
-0,2,Mr. Joseph J Fynney,male,35,0,0,26
-1,2,Mr. Lawrence Beesley,male,34,0,0,13
-1,3,Miss. Anna McGowan,female,15,0,0,8.0292
-1,1,Mr. William Thompson Sloper,male,28,0,0,35.5
-0,3,Miss. Torborg Danira Palsson,female,8,3,1,21.075
-1,3,Mrs. Carl Oscar (Selma Augusta Emilia Johansson) Asplund,female,38,1,5,31.3875
-0,3,Mr. Farred Chehab Emir,male,26,0,0,7.225
-0,1,Mr. Charles Alexander Fortune,male,19,3,2,263
-1,3,Miss. Ellen O'Dwyer,female,24,0,0,7.8792
-0,3,Mr. Lalio Todoroff,male,23,0,0,7.8958
-0,1,Don. Manuel E Uruchurtu,male,40,0,0,27.7208
-1,1,Mrs. William Augustus (Marie Eugenie) Spencer,female,48,1,0,146.5208
-1,3,Miss. Mary Agatha Glynn,female,18,0,0,7.75
-0,2,Mr. Edward H Wheadon,male,66,0,0,10.5
-0,1,Mr. Edgar Joseph Meyer,male,28,1,0,82.1708
-0,1,Mr. Alexander Oskar Holverson,male,42,1,0,52
-1,3,Mr. Hanna Mamee,male,18,0,0,7.2292
-0,3,Mr. Ernest Charles Cann,male,21,0,0,8.05
-0,3,Miss. Augusta Maria Vander Planke,female,18,2,0,18
-1,3,Miss. Jamila Nicola-Yarred,female,14,1,0,11.2417
-0,3,Mrs. Johan (Johanna Persdotter Larsson) Ahlin,female,40,1,0,9.475
-0,2,Mrs. William John Robert (Dorothy Ann Wonnacott) Turpin,female,27,1,0,21
-1,2,Miss. Simonne Marie Anne Andree Laroche,female,3,1,2,41.5792
-1,3,Miss. Margaret Delia Devaney,female,19,0,0,7.8792
-0,3,Mr. William John Rogers,male,30,0,0,8.05
-0,3,Mr. Denis Lennon,male,20,1,0,15.5
-1,3,Miss. Bridget O'Driscoll,female,27,0,0,7.75
-0,3,Mr. Youssef Samaan,male,16,2,0,21.6792
-0,3,Mrs. Josef (Josefine Franchi) Arnold-Franchi,female,18,1,0,17.8
-0,3,Master. Juha Niilo Panula,male,7,4,1,39.6875
-0,3,Mr. Richard Cater Nosworthy,male,21,0,0,7.8
-1,1,Mrs. Henry Sleeper (Myna Haxtun) Harper,female,49,1,0,76.7292
-1,2,Mrs. Lizzie (Elizabeth Anne Wilkinson) Faunthorpe,female,29,1,0,26
-0,1,Mr. Engelhart Cornelius Ostby,male,65,0,1,61.9792
-1,1,Mr. Hugh Woolner,male,46,0,0,35.5
-1,2,Miss. Emily Rugg,female,21,0,0,10.5
-0,3,Mr. Mansouer Novel,male,28.5,0,0,7.2292
-1,2,Miss. Constance Mirium West,female,5,1,2,27.75
-0,3,Master. William Frederick Goodwin,male,11,5,2,46.9
-0,3,Mr. Orsen Sirayanian,male,22,0,0,7.2292
-1,1,Miss. Amelie Icard,female,38,0,0,80
-0,1,Mr. Henry Birkhardt Harris,male,45,1,0,83.475
-0,3,Master. Harald Skoog,male,4,3,2,27.9
-0,1,Mr. Albert A Stewart,male,64,0,0,27.7208
-1,3,Master. Gerios Moubarek,male,7,1,1,15.2458
-1,2,Mrs. (Elizabeth Ramell) Nye,female,29,0,0,10.5
-0,3,Mr. Ernest James Crease,male,19,0,0,8.1583
-1,3,Miss. Erna Alexandra Andersson,female,17,4,2,7.925
-0,3,Mr. Vincenz Kink,male,26,2,0,8.6625
-0,2,Mr. Stephen Curnow Jenkin,male,32,0,0,10.5
-0,3,Miss. Lillian Amy Goodwin,female,16,5,2,46.9
-0,2,Mr. Ambrose Jr Hood,male,21,0,0,73.5
-0,3,Mr. Apostolos Chronopoulos,male,26,1,0,14.4542
-1,3,Mr. Lee Bing,male,32,0,0,56.4958
-0,3,Mr. Sigurd Hansen Moen,male,25,0,0,7.65
-0,3,Mr. Ivan Staneff,male,23,0,0,7.8958
-0,3,Mr. Rahamin Haim Moutal,male,28,0,0,8.05
-1,2,Master. Alden Gates Caldwell,male,0.83,0,2,29
-1,3,Miss. Elizabeth Dowdell,female,30,0,0,12.475
-0,3,Mr. Achille Waelens,male,22,0,0,9
-1,3,Mr. Jan Baptist Sheerlinck,male,29,0,0,9.5
-1,3,Miss. Brigdet Delia McDermott,female,31,0,0,7.7875
-0,1,Mr. Francisco M Carrau,male,28,0,0,47.1
-1,2,Miss. Bertha Ilett,female,17,0,0,10.5
-1,3,Mrs. Karl Alfred (Maria Mathilda Gustafsson) Backstrom,female,33,3,0,15.85
-0,3,Mr. William Neal Ford,male,16,1,3,34.375
-0,3,Mr. Selman Francis Slocovski,male,20,0,0,8.05
-1,1,Miss. Mabel Helen Fortune,female,23,3,2,263
-0,3,Mr. Francesco Celotti,male,24,0,0,8.05
-0,3,Mr. Emil Christmann,male,29,0,0,8.05
-0,3,Mr. Paul Edvin Andreasson,male,20,0,0,7.8542
-0,1,Mr. Herbert Fuller Chaffee,male,46,1,0,61.175
-0,3,Mr. Bertram Frank Dean,male,26,1,2,20.575
-0,3,Mr. Daniel Coxon,male,59,0,0,7.25
-0,3,Mr. Charles Joseph Shorney,male,22,0,0,8.05
-0,1,Mr. George B Goldschmidt,male,71,0,0,34.6542
-1,1,Mr. William Bertram Greenfield,male,23,0,1,63.3583
-1,2,Mrs. John T (Ada Julia Bone) Doling,female,34,0,1,23
-0,2,Mr. Sinai Kantor,male,34,1,0,26
-0,3,Miss. Matilda Petranec,female,28,0,0,7.8958
-0,3,Mr. Pastcho Petroff,male,29,0,0,7.8958
-0,1,Mr. Richard Frasar White,male,21,0,1,77.2875
-0,3,Mr. Gustaf Joel Johansson,male,33,0,0,8.6542
-0,3,Mr. Anders Vilhelm Gustafsson,male,37,2,0,7.925
-0,3,Mr. Stoytcho Mionoff,male,28,0,0,7.8958
-1,3,Miss. Anna Kristine Salkjelsvik,female,21,0,0,7.65
-1,3,Mr. Albert Johan Moss,male,29,0,0,7.775
-0,3,Mr. Tido Rekic,male,38,0,0,7.8958
-1,3,Miss. Bertha Moran,female,28,1,0,24.15
-0,1,Mr. Walter Chamberlain Porter,male,47,0,0,52
-0,3,Miss. Hileni Zabour,female,14.5,1,0,14.4542
-0,3,Mr. David John Barton,male,22,0,0,8.05
-0,3,Miss. Katriina Jussila,female,20,1,0,9.825
-0,3,Miss. Malake Attalah,female,17,0,0,14.4583
-0,3,Mr. Edvard Pekoniemi,male,21,0,0,7.925
-0,3,Mr. Patrick Connors,male,70.5,0,0,7.75
-0,2,Mr. William John Robert Turpin,male,29,1,0,21
-0,1,Mr. Quigg Edmond Baxter,male,24,0,1,247.5208
-0,3,Miss. Ellis Anna Maria Andersson,female,2,4,2,31.275
-0,2,Mr. Stanley George Hickman,male,21,2,0,73.5
-0,3,Mr. Leonard Charles Moore,male,19,0,0,8.05
-0,2,Mr. Nicholas Nasser,male,32.5,1,0,30.0708
-1,2,Miss. Susan Webber,female,32.5,0,0,13
-0,1,Mr. Percival Wayland White,male,54,0,1,77.2875
-1,3,Master. Elias Nicola-Yarred,male,12,1,0,11.2417
-0,3,Mr. Martin McMahon,male,19,0,0,7.75
-1,3,Mr. Fridtjof Arne Madsen,male,24,0,0,7.1417
-1,3,Miss. Anna Peter,female,2,1,1,22.3583
-0,3,Mr. Johan Ekstrom,male,45,0,0,6.975
-0,3,Mr. Jozef Drazenoic,male,33,0,0,7.8958
-0,3,Mr. Domingos Fernandeo Coelho,male,20,0,0,7.05
-0,3,Mrs. Alexander A (Grace Charity Laury) Robins,female,47,1,0,14.5
-1,2,Mrs. Leopold (Mathilde Francoise Pede) Weisz,female,29,1,0,26
-0,2,Mr. Samuel James Hayden Sobey,male,25,0,0,13
-0,2,Mr. Emile Richard,male,23,0,0,15.0458
-1,1,Miss. Helen Monypeny Newsom,female,19,0,2,26.2833
-0,1,Mr. Jacques Heath Futrelle,male,37,1,0,53.1
-0,3,Mr. Olaf Elon Osen,male,16,0,0,9.2167
-0,1,Mr. Victor Giglio,male,24,0,0,79.2
-0,3,Mrs. Joseph (Sultana) Boulos,female,40,0,2,15.2458
-1,3,Miss. Anna Sofia Nysten,female,22,0,0,7.75
-1,3,Mrs. Pekka Pietari (Elin Matilda Dolck) Hakkarainen,female,24,1,0,15.85
-0,3,Mr. Jeremiah Burke,male,19,0,0,6.75
-0,2,Mr. Edgardo Samuel Andrew,male,18,0,0,11.5
-0,2,Mr. Joseph Charles Nicholls,male,19,1,1,36.75
-1,3,Mr. August Edvard Andersson,male,27,0,0,7.7958
-0,3,Miss. Robina Maggie Ford,female,9,2,2,34.375
-0,2,Mr. Michel Navratil,male,36.5,0,2,26
-0,2,Rev. Thomas Roussel Davids Byles,male,42,0,0,13
-0,2,Rev. Robert James Bateman,male,51,0,0,12.525
-1,1,Mrs. Thomas (Edith Wearne) Pears,female,22,1,0,66.6
-0,3,Mr. Alfonzo Meo,male,55.5,0,0,8.05
-0,3,Mr. Austin Blyler van Billiard,male,40.5,0,2,14.5
-0,3,Mr. Ole Martin Olsen,male,27,0,0,7.3125
-0,1,Mr. Charles Duane Williams,male,51,0,1,61.3792
-1,3,Miss. Katherine Gilnagh,female,16,0,0,7.7333
-0,3,Mr. Harry Corn,male,30,0,0,8.05
-0,3,Mr. Mile Smiljanic,male,37,0,0,8.6625
-0,3,Master. Thomas Henry Sage,male,5,8,2,69.55
-0,3,Mr. John Hatfield Cribb,male,44,0,1,16.1
-1,2,Mrs. James (Elizabeth Inglis Milne) Watt,female,40,0,0,15.75
-0,3,Mr. John Viktor Bengtsson,male,26,0,0,7.775
-0,3,Mr. Jovo Calic,male,17,0,0,8.6625
-0,3,Master. Eino Viljami Panula,male,1,4,1,39.6875
-1,3,Master. Frank John William Goldsmith,male,9,0,2,20.525
-1,1,Mrs. (Edith Martha Bowerman) Chibnall,female,48,0,1,55
-0,3,Mrs. William (Anna Bernhardina Karlsson) Skoog,female,45,1,4,27.9
-0,1,Mr. John D Baumann,male,60,0,0,25.925
-0,3,Mr. Lee Ling,male,28,0,0,56.4958
-0,1,Mr. Wyckoff Van der hoef,male,61,0,0,33.5
-0,3,Master. Arthur Rice,male,4,4,1,29.125
-1,3,Miss. Eleanor Ileen Johnson,female,1,1,1,11.1333
-0,3,Mr. Antti Wilhelm Sivola,male,21,0,0,7.925
-0,1,Mr. James Clinch Smith,male,56,0,0,30.6958
-0,3,Mr. Klas Albin Klasen,male,18,1,1,7.8542
-0,3,Master. Henry Forbes Lefebre,male,5,3,1,25.4667
-0,1,Miss. Ann Elizabeth Isham,female,50,0,0,28.7125
-0,2,Mr. Reginald Hale,male,30,0,0,13
-0,3,Mr. Lionel Leonard,male,36,0,0,0
-0,3,Miss. Constance Gladys Sage,female,8,8,2,69.55
-0,2,Mr. Rene Pernot,male,39,0,0,15.05
-0,3,Master. Clarence Gustaf Hugo Asplund,male,9,4,2,31.3875
-1,2,Master. Richard F Becker,male,1,2,1,39
-1,3,Miss. Luise Gretchen Kink-Heilmann,female,4,0,2,22.025
-0,1,Mr. Hugh Roscoe Rood,male,39,0,0,50
-1,3,Mrs. Thomas (Johanna Godfrey) O'Brien,female,26,1,0,15.5
-1,1,Mr. Charles Hallace Romaine,male,45,0,0,26.55
-0,3,Mr. John Bourke,male,40,1,1,15.5
-0,3,Mr. Stjepan Turcin,male,36,0,0,7.8958
-1,2,Mrs. (Rosa) Pinsky,female,32,0,0,13
-0,2,Mr. William Carbines,male,19,0,0,13
-1,3,Miss. Carla Christine Nielsine Andersen-Jensen,female,19,1,0,7.8542
-1,2,Master. Michel M Navratil,male,3,1,1,26
-1,1,Mrs. James Joseph (Margaret Tobin) Brown,female,44,0,0,27.7208
-1,1,Miss. Elise Lurette,female,58,0,0,146.5208
-0,3,Mr. Robert Mernagh,male,28,0,0,7.75
-0,3,Mr. Karl Siegwart Andreas Olsen,male,42,0,1,8.4042
-1,3,Miss. Margaret Madigan,female,21,0,0,7.75
-0,2,Miss. Henriette Yrois,female,24,0,0,13
-0,3,Mr. Nestor Cyriel Vande Walle,male,28,0,0,9.5
-0,3,Mr. Frederick Sage,male,17,8,2,69.55
-0,3,Mr. Jakob Alfred Johanson,male,34,0,0,6.4958
-0,3,Mr. Gerious Youseff,male,45.5,0,0,7.225
-1,3,Mr. Gurshon Cohen,male,18,0,0,8.05
-0,3,Miss. Telma Matilda Strom,female,2,0,1,10.4625
-0,3,Mr. Karl Alfred Backstrom,male,32,1,0,15.85
-1,3,Mr. Nassef Cassem Albimona,male,26,0,0,18.7875
-1,3,Miss. Helen Carr,female,16,0,0,7.75
-1,1,Mr. Henry Blank,male,40,0,0,31
-0,3,Mr. Ahmed Ali,male,24,0,0,7.05
-1,2,Miss. Clear Annie Cameron,female,35,0,0,21
-0,3,Mr. John Henry Perkin,male,22,0,0,7.25
-0,2,Mr. Hans Kristensen Givard,male,30,0,0,13
-0,3,Mr. Philip Kiernan,male,22,1,0,7.75
-1,1,Miss. Madeleine Newell,female,31,1,0,113.275
-1,3,Miss. Eliina Honkanen,female,27,0,0,7.925
-0,2,Mr. Sidney Samuel Jacobsohn,male,42,1,0,27
-1,1,Miss. Albina Bazzani,female,32,0,0,76.2917
-0,2,Mr. Walter Harris,male,30,0,0,10.5
-1,3,Mr. Victor Francis Sunderland,male,16,0,0,8.05
-0,2,Mr. James H Bracken,male,27,0,0,13
-0,3,Mr. George Henry Green,male,51,0,0,8.05
-0,3,Mr. Christo Nenkoff,male,22,0,0,7.8958
-1,1,Mr. Frederick Maxfield Hoyt,male,38,1,0,90
-0,3,Mr. Karl Ivar Sven Berglund,male,22,0,0,9.35
-1,2,Mr. William John Mellors,male,19,0,0,10.5
-0,3,Mr. John Hall Lovell,male,20.5,0,0,7.25
-0,2,Mr. Arne Jonas Fahlstrom,male,18,0,0,13
-0,3,Miss. Mathilde Lefebre,female,12,3,1,25.4667
-1,1,Mrs. Henry Birkhardt (Irene Wallach) Harris,female,35,1,0,83.475
-0,3,Mr. Bengt Edvin Larsson,male,29,0,0,7.775
-0,2,Mr. Ernst Adolf Sjostedt,male,59,0,0,13.5
-1,3,Miss. Lillian Gertrud Asplund,female,5,4,2,31.3875
-0,2,Mr. Robert William Norman Leyson,male,24,0,0,10.5
-0,3,Miss. Alice Phoebe Harknett,female,21,0,0,7.55
-0,2,Mr. Stephen Hold,male,44,1,0,26
-1,2,Miss. Marjorie Collyer,female,8,0,2,26.25
-0,2,Mr. Frederick William Pengelly,male,19,0,0,10.5
-0,2,Mr. George Henry Hunt,male,33,0,0,12.275
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-0,3,Miss. Sigrid Elisabeth Andersson,female,11,4,2,31.275
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-1,3,Mr. Fahim Leeni,male,22,0,0,7.225
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-0,3,Mr. Alfred J Davies,male,24,2,0,24.15
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-1,3,Mr. Carl Jonsson,male,32,0,0,7.8542
-1,2,Mr. George Harris,male,62,0,0,10.5
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-1,1,Mr. John Irwin Flynn,male,36,0,0,26.3875
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-0,1,Mr. John Hugo Ross,male,36,0,0,40.125
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-0,2,Mr. John Denzil Jarvis,male,47,0,0,15
-1,1,Mr. Maxmillian Frolicher-Stehli,male,60,1,1,79.2
-0,3,Mr. Eliezer Gilinski,male,22,0,0,8.05
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-0,3,Mr. William James Elsbury,male,47,0,0,7.25
-0,3,Miss. Mary Bourke,female,40,0,2,7.75
-0,2,Mr. John Henry Chapman,male,37,1,0,26
-0,3,Mr. Jean Baptiste Van Impe,male,36,1,1,24.15
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-0,3,Mr. Petco Slabenoff,male,42,0,0,7.8958
-0,1,Mr. Charles H Harrington,male,37,0,0,42.4
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-1,1,Mr. Harry Homer,male,35,0,0,26.55
-0,3,Mr. Edvard Bengtsson Lindell,male,36,1,0,15.55
-0,3,Mr. Milan Karaic,male,30,0,0,7.8958
-1,1,Mr. Robert Williams Daniel,male,27,0,0,30.5
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-1,1,Miss. Elizabeth W Shutes,female,40,0,0,153.4625
-0,3,Mrs. Anders Johan (Alfrida Konstantia Brogren) Andersson,female,39,1,5,31.275
-0,3,Mr. Jose Neto Jardin,male,21,0,0,7.05
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-0,3,Mr. Ernst Gilbert Danbom,male,34,1,1,14.4
-0,3,Mrs. William Arthur (Cordelia K Stanlick) Lobb,female,26,1,0,16.1
-1,2,Miss. Marion Louise Becker,female,4,2,1,39
-0,2,Mr. Lawrence Gavey,male,26,0,0,10.5
-0,3,Mr. Antoni Yasbeck,male,27,1,0,14.4542
-1,1,Mr. Edwin Nelson Jr Kimball,male,42,1,0,52.5542
-1,3,Mr. Sahid Nakid,male,20,1,1,15.7417
-0,3,Mr. Henry Damsgaard Hansen,male,21,0,0,7.8542
-0,3,Mr. David John Bowen,male,21,0,0,16.1
-0,1,Mr. Frederick Sutton,male,61,0,0,32.3208
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-0,3,Mr. Guentcho Bostandyeff,male,26,0,0,7.8958
-0,3,Mr. Patrick D O'Connell,male,18,0,0,7.7333
-1,1,Mr. Algernon Henry Wilson Barkworth,male,80,0,0,30
-0,3,Mr. Johan Svensson Lundahl,male,51,0,0,7.0542
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-0,3,Mr. Antti Gustaf Leinonen,male,32,0,0,7.925
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-0,3,Mr. Percival Thorneycroft,male,37,1,0,16.1
-0,3,Mr. Hans Peder Jensen,male,20,0,0,7.8542
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-1,3,Mr. Choong Foo,male,32,0,0,56.4958
-1,3,Miss. Eugenie Baclini,female,0.75,2,1,19.2583
-1,1,Mr. Henry Sleeper Harper,male,48,1,0,76.7292
-0,3,Mr. Liudevit Cor,male,19,0,0,7.8958
-1,1,Col. Oberst Alfons Simonius-Blumer,male,56,0,0,35.5
-0,3,Mr. Edward Willey,male,21,0,0,7.55
-1,3,Miss. Amy Zillah Elsie Stanley,female,23,0,0,7.55
-0,3,Mr. Mito Mitkoff,male,23,0,0,7.8958
-1,2,Miss. Elsie Doling,female,18,0,1,23
-0,3,Mr. Johannes Halvorsen Kalvik,male,21,0,0,8.4333
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-0,3,Mr. Peju Coleff,male,36,0,0,7.4958
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-1,2,Mrs. Thomas William Solomon (Elizabeth Catherine Ford) Brown,female,40,1,1,39
-0,1,Mr. Thornton Davidson,male,31,1,0,52
-0,2,Mr. Henry Michael Mitchell,male,70,0,0,10.5
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-0,3,Mrs. Frederick (Augusta Tyler) Goodwin,female,43,1,6,46.9
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-0,3,Mr. Eberhard Thelander Fischer,male,18,0,0,7.7958
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-1,1,Mr. Norman Campbell Chambers,male,27,1,0,53.1
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-0,3,Mr. Houssein G N Hassan,male,11,0,0,18.7875
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-0,3,Mr. Rene Aime Lievens,male,24,0,0,9.5
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-0,3,Mr. Len Lam,male,23,0,0,56.4958
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-1,3,Mrs. Antoni (Selini Alexander) Yasbeck,female,15,1,0,14.4542
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-0,3,Mr. Albert Augustsson,male,23,0,0,7.8542
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-0,3,Mr. Maurice Sirota,male,20,0,0,8.05
-1,3,Mr. Chang Chip,male,32,0,0,56.4958
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-0,2,Mr. Thomas Charles Mudd,male,16,0,0,10.5
-1,1,Miss. Augusta Serepeca,female,30,0,0,31
-0,3,Mr. Peter L Lemberopolous,male,34.5,0,0,6.4375
-0,3,Mr. Jeso Culumovic,male,17,0,0,8.6625
-0,3,Mr. Anthony Abbing,male,42,0,0,7.55
-0,3,Mr. Douglas Bullen Sage,male,18,8,2,69.55
-0,3,Mr. Marin Markoff,male,35,0,0,7.8958
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-0,3,Master. Sigvard Harald Elias Andersson,male,4,4,2,31.275
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-0,3,Miss. Nourelain Boulos,female,9,1,1,15.2458
-1,1,Miss. Mary Conover Lines,female,16,0,1,39.4
-0,2,Mrs. Ernest Courtenay (Lilian Hughes) Carter,female,44,1,0,26
-1,3,Mrs. Sam (Leah Rosen) Aks,female,18,0,1,9.35
-1,1,Mrs. George Dennick (Mary Hitchcock) Wick,female,45,1,1,164.8667
-1,1,Mr. Peter Denis Daly,male,51,0,0,26.55
-1,3,Mrs. Solomon (Latifa Qurban) Baclini,female,24,0,3,19.2583
-0,3,Mr. Raihed Razi,male,30,0,0,7.2292
-0,3,Mr. Claus Peter Hansen,male,41,2,0,14.1083
-0,2,Mr. Frederick Edward Giles,male,21,1,0,11.5
-1,1,Mrs. Frederick Joel (Margaret Welles Barron) Swift,female,48,0,0,25.9292
-0,3,Miss. Dorothy Edith Sage,female,14,8,2,69.55
-0,2,Mr. John William Gill,male,24,0,0,13
-1,2,Mrs. (Karolina) Bystrom,female,42,0,0,13
-1,2,Miss. Asuncion Duran y More,female,27,1,0,13.8583
-0,1,Mr. Washington Augustus II Roebling,male,31,0,0,50.4958
-0,3,Mr. Philemon van Melkebeke,male,23,0,0,9.5
-1,3,Master. Harold Theodor Johnson,male,4,1,1,11.1333
-0,3,Mr. Cerin Balkic,male,26,0,0,7.8958
-1,1,Mrs. Richard Leonard (Sallie Monypeny) Beckwith,female,47,1,1,52.5542
-0,1,Mr. Frans Olof Carlsson,male,33,0,0,5
-0,3,Mr. Victor Vander Cruyssen,male,47,0,0,9
-1,2,Mrs. Samuel (Hannah Wizosky) Abelson,female,28,1,0,24
-1,3,Miss. Adele Kiamie Najib,female,15,0,0,7.225
-0,3,Mr. Alfred Ossian Gustafsson,male,20,0,0,9.8458
-0,3,Mr. Nedelio Petroff,male,19,0,0,7.8958
-0,3,Mr. Kristo Laleff,male,23,0,0,7.8958
-1,1,Mrs. Thomas Jr (Lily Alexenia Wilson) Potter,female,56,0,1,83.1583
-1,2,Mrs. William (Imanita Parrish Hall) Shelley,female,25,0,1,26
-0,3,Mr. Johann Markun,male,33,0,0,7.8958
-0,3,Miss. Gerda Ulrika Dahlberg,female,22,0,0,10.5167
-0,2,Mr. Frederick James Banfield,male,28,0,0,10.5
-0,3,Mr. Henry Jr Sutehall,male,25,0,0,7.05
-0,3,Mrs. William (Margaret Norton) Rice,female,39,0,5,29.125
-0,2,Rev. Juozas Montvila,male,27,0,0,13
-1,1,Miss. Margaret Edith Graham,female,19,0,0,30
-0,3,Miss. Catherine Helen Johnston,female,7,1,2,23.45
-1,1,Mr. Karl Howell Behr,male,26,0,0,30
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+0,3,Mr. Owen Harris Braund,male,22,1,0,7.25
+1,1,Mrs. John Bradley (Florence Briggs Thayer) Cumings,female,38,1,0,71.2833
+1,3,Miss. Laina Heikkinen,female,26,0,0,7.925
+1,1,Mrs. Jacques Heath (Lily May Peel) Futrelle,female,35,1,0,53.1
+0,3,Mr. William Henry Allen,male,35,0,0,8.05
+0,3,Mr. James Moran,male,27,0,0,8.4583
+0,1,Mr. Timothy J McCarthy,male,54,0,0,51.8625
+0,3,Master. Gosta Leonard Palsson,male,2,3,1,21.075
+1,3,Mrs. Oscar W (Elisabeth Vilhelmina Berg) Johnson,female,27,0,2,11.1333
+1,2,Mrs. Nicholas (Adele Achem) Nasser,female,14,1,0,30.0708
+1,3,Miss. Marguerite Rut Sandstrom,female,4,1,1,16.7
+1,1,Miss. Elizabeth Bonnell,female,58,0,0,26.55
+0,3,Mr. William Henry Saundercock,male,20,0,0,8.05
+0,3,Mr. Anders Johan Andersson,male,39,1,5,31.275
+0,3,Miss. Hulda Amanda Adolfina Vestrom,female,14,0,0,7.8542
+1,2,Mrs. (Mary D Kingcome) Hewlett,female,55,0,0,16
+0,3,Master. Eugene Rice,male,2,4,1,29.125
+1,2,Mr. Charles Eugene Williams,male,23,0,0,13
+0,3,Mrs. Julius (Emelia Maria Vandemoortele) Vander Planke,female,31,1,0,18
+1,3,Mrs. Fatima Masselmani,female,22,0,0,7.225
+0,2,Mr. Joseph J Fynney,male,35,0,0,26
+1,2,Mr. Lawrence Beesley,male,34,0,0,13
+1,3,Miss. Anna McGowan,female,15,0,0,8.0292
+1,1,Mr. William Thompson Sloper,male,28,0,0,35.5
+0,3,Miss. Torborg Danira Palsson,female,8,3,1,21.075
+1,3,Mrs. Carl Oscar (Selma Augusta Emilia Johansson) Asplund,female,38,1,5,31.3875
+0,3,Mr. Farred Chehab Emir,male,26,0,0,7.225
+0,1,Mr. Charles Alexander Fortune,male,19,3,2,263
+1,3,Miss. Ellen O'Dwyer,female,24,0,0,7.8792
+0,3,Mr. Lalio Todoroff,male,23,0,0,7.8958
+0,1,Don. Manuel E Uruchurtu,male,40,0,0,27.7208
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+1,3,Miss. Mary Agatha Glynn,female,18,0,0,7.75
+0,2,Mr. Edward H Wheadon,male,66,0,0,10.5
+0,1,Mr. Edgar Joseph Meyer,male,28,1,0,82.1708
+0,1,Mr. Alexander Oskar Holverson,male,42,1,0,52
+1,3,Mr. Hanna Mamee,male,18,0,0,7.2292
+0,3,Mr. Ernest Charles Cann,male,21,0,0,8.05
+0,3,Miss. Augusta Maria Vander Planke,female,18,2,0,18
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+0,3,Mrs. Johan (Johanna Persdotter Larsson) Ahlin,female,40,1,0,9.475
+0,2,Mrs. William John Robert (Dorothy Ann Wonnacott) Turpin,female,27,1,0,21
+1,2,Miss. Simonne Marie Anne Andree Laroche,female,3,1,2,41.5792
+1,3,Miss. Margaret Delia Devaney,female,19,0,0,7.8792
+0,3,Mr. William John Rogers,male,30,0,0,8.05
+0,3,Mr. Denis Lennon,male,20,1,0,15.5
+1,3,Miss. Bridget O'Driscoll,female,27,0,0,7.75
+0,3,Mr. Youssef Samaan,male,16,2,0,21.6792
+0,3,Mrs. Josef (Josefine Franchi) Arnold-Franchi,female,18,1,0,17.8
+0,3,Master. Juha Niilo Panula,male,7,4,1,39.6875
+0,3,Mr. Richard Cater Nosworthy,male,21,0,0,7.8
+1,1,Mrs. Henry Sleeper (Myna Haxtun) Harper,female,49,1,0,76.7292
+1,2,Mrs. Lizzie (Elizabeth Anne Wilkinson) Faunthorpe,female,29,1,0,26
+0,1,Mr. Engelhart Cornelius Ostby,male,65,0,1,61.9792
+1,1,Mr. Hugh Woolner,male,46,0,0,35.5
+1,2,Miss. Emily Rugg,female,21,0,0,10.5
+0,3,Mr. Mansouer Novel,male,28.5,0,0,7.2292
+1,2,Miss. Constance Mirium West,female,5,1,2,27.75
+0,3,Master. William Frederick Goodwin,male,11,5,2,46.9
+0,3,Mr. Orsen Sirayanian,male,22,0,0,7.2292
+1,1,Miss. Amelie Icard,female,38,0,0,80
+0,1,Mr. Henry Birkhardt Harris,male,45,1,0,83.475
+0,3,Master. Harald Skoog,male,4,3,2,27.9
+0,1,Mr. Albert A Stewart,male,64,0,0,27.7208
+1,3,Master. Gerios Moubarek,male,7,1,1,15.2458
+1,2,Mrs. (Elizabeth Ramell) Nye,female,29,0,0,10.5
+0,3,Mr. Ernest James Crease,male,19,0,0,8.1583
+1,3,Miss. Erna Alexandra Andersson,female,17,4,2,7.925
+0,3,Mr. Vincenz Kink,male,26,2,0,8.6625
+0,2,Mr. Stephen Curnow Jenkin,male,32,0,0,10.5
+0,3,Miss. Lillian Amy Goodwin,female,16,5,2,46.9
+0,2,Mr. Ambrose Jr Hood,male,21,0,0,73.5
+0,3,Mr. Apostolos Chronopoulos,male,26,1,0,14.4542
+1,3,Mr. Lee Bing,male,32,0,0,56.4958
+0,3,Mr. Sigurd Hansen Moen,male,25,0,0,7.65
+0,3,Mr. Ivan Staneff,male,23,0,0,7.8958
+0,3,Mr. Rahamin Haim Moutal,male,28,0,0,8.05
+1,2,Master. Alden Gates Caldwell,male,0.83,0,2,29
+1,3,Miss. Elizabeth Dowdell,female,30,0,0,12.475
+0,3,Mr. Achille Waelens,male,22,0,0,9
+1,3,Mr. Jan Baptist Sheerlinck,male,29,0,0,9.5
+1,3,Miss. Brigdet Delia McDermott,female,31,0,0,7.7875
+0,1,Mr. Francisco M Carrau,male,28,0,0,47.1
+1,2,Miss. Bertha Ilett,female,17,0,0,10.5
+1,3,Mrs. Karl Alfred (Maria Mathilda Gustafsson) Backstrom,female,33,3,0,15.85
+0,3,Mr. William Neal Ford,male,16,1,3,34.375
+0,3,Mr. Selman Francis Slocovski,male,20,0,0,8.05
+1,1,Miss. Mabel Helen Fortune,female,23,3,2,263
+0,3,Mr. Francesco Celotti,male,24,0,0,8.05
+0,3,Mr. Emil Christmann,male,29,0,0,8.05
+0,3,Mr. Paul Edvin Andreasson,male,20,0,0,7.8542
+0,1,Mr. Herbert Fuller Chaffee,male,46,1,0,61.175
+0,3,Mr. Bertram Frank Dean,male,26,1,2,20.575
+0,3,Mr. Daniel Coxon,male,59,0,0,7.25
+0,3,Mr. Charles Joseph Shorney,male,22,0,0,8.05
+0,1,Mr. George B Goldschmidt,male,71,0,0,34.6542
+1,1,Mr. William Bertram Greenfield,male,23,0,1,63.3583
+1,2,Mrs. John T (Ada Julia Bone) Doling,female,34,0,1,23
+0,2,Mr. Sinai Kantor,male,34,1,0,26
+0,3,Miss. Matilda Petranec,female,28,0,0,7.8958
+0,3,Mr. Pastcho Petroff,male,29,0,0,7.8958
+0,1,Mr. Richard Frasar White,male,21,0,1,77.2875
+0,3,Mr. Gustaf Joel Johansson,male,33,0,0,8.6542
+0,3,Mr. Anders Vilhelm Gustafsson,male,37,2,0,7.925
+0,3,Mr. Stoytcho Mionoff,male,28,0,0,7.8958
+1,3,Miss. Anna Kristine Salkjelsvik,female,21,0,0,7.65
+1,3,Mr. Albert Johan Moss,male,29,0,0,7.775
+0,3,Mr. Tido Rekic,male,38,0,0,7.8958
+1,3,Miss. Bertha Moran,female,28,1,0,24.15
+0,1,Mr. Walter Chamberlain Porter,male,47,0,0,52
+0,3,Miss. Hileni Zabour,female,14.5,1,0,14.4542
+0,3,Mr. David John Barton,male,22,0,0,8.05
+0,3,Miss. Katriina Jussila,female,20,1,0,9.825
+0,3,Miss. Malake Attalah,female,17,0,0,14.4583
+0,3,Mr. Edvard Pekoniemi,male,21,0,0,7.925
+0,3,Mr. Patrick Connors,male,70.5,0,0,7.75
+0,2,Mr. William John Robert Turpin,male,29,1,0,21
+0,1,Mr. Quigg Edmond Baxter,male,24,0,1,247.5208
+0,3,Miss. Ellis Anna Maria Andersson,female,2,4,2,31.275
+0,2,Mr. Stanley George Hickman,male,21,2,0,73.5
+0,3,Mr. Leonard Charles Moore,male,19,0,0,8.05
+0,2,Mr. Nicholas Nasser,male,32.5,1,0,30.0708
+1,2,Miss. Susan Webber,female,32.5,0,0,13
+0,1,Mr. Percival Wayland White,male,54,0,1,77.2875
+1,3,Master. Elias Nicola-Yarred,male,12,1,0,11.2417
+0,3,Mr. Martin McMahon,male,19,0,0,7.75
+1,3,Mr. Fridtjof Arne Madsen,male,24,0,0,7.1417
+1,3,Miss. Anna Peter,female,2,1,1,22.3583
+0,3,Mr. Johan Ekstrom,male,45,0,0,6.975
+0,3,Mr. Jozef Drazenoic,male,33,0,0,7.8958
+0,3,Mr. Domingos Fernandeo Coelho,male,20,0,0,7.05
+0,3,Mrs. Alexander A (Grace Charity Laury) Robins,female,47,1,0,14.5
+1,2,Mrs. Leopold (Mathilde Francoise Pede) Weisz,female,29,1,0,26
+0,2,Mr. Samuel James Hayden Sobey,male,25,0,0,13
+0,2,Mr. Emile Richard,male,23,0,0,15.0458
+1,1,Miss. Helen Monypeny Newsom,female,19,0,2,26.2833
+0,1,Mr. Jacques Heath Futrelle,male,37,1,0,53.1
+0,3,Mr. Olaf Elon Osen,male,16,0,0,9.2167
+0,1,Mr. Victor Giglio,male,24,0,0,79.2
+0,3,Mrs. Joseph (Sultana) Boulos,female,40,0,2,15.2458
+1,3,Miss. Anna Sofia Nysten,female,22,0,0,7.75
+1,3,Mrs. Pekka Pietari (Elin Matilda Dolck) Hakkarainen,female,24,1,0,15.85
+0,3,Mr. Jeremiah Burke,male,19,0,0,6.75
+0,2,Mr. Edgardo Samuel Andrew,male,18,0,0,11.5
+0,2,Mr. Joseph Charles Nicholls,male,19,1,1,36.75
+1,3,Mr. August Edvard Andersson,male,27,0,0,7.7958
+0,3,Miss. Robina Maggie Ford,female,9,2,2,34.375
+0,2,Mr. Michel Navratil,male,36.5,0,2,26
+0,2,Rev. Thomas Roussel Davids Byles,male,42,0,0,13
+0,2,Rev. Robert James Bateman,male,51,0,0,12.525
+1,1,Mrs. Thomas (Edith Wearne) Pears,female,22,1,0,66.6
+0,3,Mr. Alfonzo Meo,male,55.5,0,0,8.05
+0,3,Mr. Austin Blyler van Billiard,male,40.5,0,2,14.5
+0,3,Mr. Ole Martin Olsen,male,27,0,0,7.3125
+0,1,Mr. Charles Duane Williams,male,51,0,1,61.3792
+1,3,Miss. Katherine Gilnagh,female,16,0,0,7.7333
+0,3,Mr. Harry Corn,male,30,0,0,8.05
+0,3,Mr. Mile Smiljanic,male,37,0,0,8.6625
+0,3,Master. Thomas Henry Sage,male,5,8,2,69.55
+0,3,Mr. John Hatfield Cribb,male,44,0,1,16.1
+1,2,Mrs. James (Elizabeth Inglis Milne) Watt,female,40,0,0,15.75
+0,3,Mr. John Viktor Bengtsson,male,26,0,0,7.775
+0,3,Mr. Jovo Calic,male,17,0,0,8.6625
+0,3,Master. Eino Viljami Panula,male,1,4,1,39.6875
+1,3,Master. Frank John William Goldsmith,male,9,0,2,20.525
+1,1,Mrs. (Edith Martha Bowerman) Chibnall,female,48,0,1,55
+0,3,Mrs. William (Anna Bernhardina Karlsson) Skoog,female,45,1,4,27.9
+0,1,Mr. John D Baumann,male,60,0,0,25.925
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+0,1,Mr. Wyckoff Van der hoef,male,61,0,0,33.5
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+1,1,Mr. Charles Hallace Romaine,male,45,0,0,26.55
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+1,2,Master. Michel M Navratil,male,3,1,1,26
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+0,3,Mr. Robert Mernagh,male,28,0,0,7.75
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+0,2,Miss. Henriette Yrois,female,24,0,0,13
+0,3,Mr. Nestor Cyriel Vande Walle,male,28,0,0,9.5
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+1,1,Mrs. Thomas Jr (Lily Alexenia Wilson) Potter,female,56,0,1,83.1583
+1,2,Mrs. William (Imanita Parrish Hall) Shelley,female,25,0,1,26
+0,3,Mr. Johann Markun,male,33,0,0,7.8958
+0,3,Miss. Gerda Ulrika Dahlberg,female,22,0,0,10.5167
+0,2,Mr. Frederick James Banfield,male,28,0,0,10.5
+0,3,Mr. Henry Jr Sutehall,male,25,0,0,7.05
+0,3,Mrs. William (Margaret Norton) Rice,female,39,0,5,29.125
+0,2,Rev. Juozas Montvila,male,27,0,0,13
+1,1,Miss. Margaret Edith Graham,female,19,0,0,30
+0,3,Miss. Catherine Helen Johnston,female,7,1,2,23.45
+1,1,Mr. Karl Howell Behr,male,26,0,0,30
 0,3,Mr. Patrick Dooley,male,32,0,0,7.75
\ No newline at end of file