\n", 8 | "About Me: http://iamawesome.com/
\n", 9 | "Subscribe to my YouTube channel here
\n", 10 | "For serious conversations related to career and jobs, follow me on LinkedIn
\n", 11 | "For low-effort dank memes and one-liners, follow me on Twitter" 12 | ] 13 | }, 14 | { 15 | "cell_type": "markdown", 16 | "metadata": {}, 17 | "source": [ 18 | "
\n",
19 | " // ज्ञानं परमं बलम् //
\n", 20 | "
\n",
21 | "\n", 20 | "
![](\"https://www.python.org/static/community_logos/python-logo-master-v3-TM.png\"){kind=logo}
\n",
22 | " PYTHON PROGRAMMING LANGUAGE
\n",
23 | "\n",
24 | " TABLE OF CONTENTS
\n",
25 | "- \n",
26 | "
- Introduction\n",
27 | "
- Data types and Operations
\n", 28 | "- Variables and Collections
\n", 29 | "
DATA TYPE AND OPERATIONS"
69 | ]
70 | },
71 | {
72 | "cell_type": "markdown",
73 | "metadata": {},
74 | "source": [
75 | "Q2. Among the data types you have learned, which ones are mutable? Create a mutable object and write a code to edit it"
76 | ]
77 | },
78 | {
79 | "cell_type": "code",
80 | "execution_count": 2,
81 | "metadata": {},
82 | "outputs": [
83 | {
84 | "name": "stdout",
85 | "output_type": "stream",
86 | "text": [
87 | "Before edit x is: [1, 2, 3]\n",
88 | "After edit x is: ['new', 2, 3]\n"
89 | ]
90 | }
91 | ],
92 | "source": [
93 | "#list, dict, set are mutable objects\n",
94 | "x = [1,2,3]\n",
95 | "print(\"Before edit x is:\", x)\n",
96 | "x[0] = \"new\"\n",
97 | "print(\"After edit x is:\", x)"
98 | ]
99 | },
100 | {
101 | "cell_type": "markdown",
102 | "metadata": {},
103 | "source": [
104 | "Q3. Among the data types you have learned, which ones are immutable? Create an immutable object and write a code to edit it to show that it throws an error"
105 | ]
106 | },
107 | {
108 | "cell_type": "code",
109 | "execution_count": 3,
110 | "metadata": {},
111 | "outputs": [
112 | {
113 | "ename": "TypeError",
114 | "evalue": "'tuple' object does not support item assignment",
115 | "output_type": "error",
116 | "traceback": [
117 | "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
118 | "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)",
119 | "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m#int, float, complex, string, tuple are immutable objects\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0my\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"new\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
120 | "\u001b[1;31mTypeError\u001b[0m: 'tuple' object does not support item assignment"
121 | ]
122 | }
123 | ],
124 | "source": [
125 | "#int, float, complex, string, tuple are immutable objects\n",
126 | "y = (1,2,3)\n",
127 | "y[0] = \"new\""
128 | ]
129 | },
130 | {
131 | "cell_type": "markdown",
132 | "metadata": {},
133 | "source": [
134 | "Q4. Write a code to show Python does not create new copies of a variable in a new memory location"
135 | ]
136 | },
137 | {
138 | "cell_type": "code",
139 | "execution_count": 4,
140 | "metadata": {},
141 | "outputs": [
142 | {
143 | "name": "stdout",
144 | "output_type": "stream",
145 | "text": [
146 | "Location of x 2008264082440 \tValue of x [1, 2, 4]\n"
147 | ]
148 | }
149 | ],
150 | "source": [
151 | "x=[1,2,4]\n",
152 | "print (\"Location of x\",id(x), \"\\tValue of x\", x) #id() function tells you the location of a variable in memory"
153 | ]
154 | },
155 | {
156 | "cell_type": "code",
157 | "execution_count": 5,
158 | "metadata": {},
159 | "outputs": [
160 | {
161 | "name": "stdout",
162 | "output_type": "stream",
163 | "text": [
164 | "Location of y 2008264082440 \tValue of y [1, 2, 4]\n"
165 | ]
166 | }
167 | ],
168 | "source": [
169 | "y=x\n",
170 | "print (\"Location of y\",id(y), \"\\tValue of y\", y)"
171 | ]
172 | },
173 | {
174 | "cell_type": "markdown",
175 | "metadata": {},
176 | "source": [
177 | "Q5. Write a code to show copies of a mutable variable will be changed if any changes are made to the original variable"
178 | ]
179 | },
180 | {
181 | "cell_type": "code",
182 | "execution_count": 6,
183 | "metadata": {},
184 | "outputs": [
185 | {
186 | "name": "stdout",
187 | "output_type": "stream",
188 | "text": [
189 | "x is: ['new', 2, 4] and y is: ['new', 2, 4]\n"
190 | ]
191 | }
192 | ],
193 | "source": [
194 | "x[0] = \"new\"\n",
195 | "print(\"x is:\", x,\" and y is:\", y)"
196 | ]
197 | },
198 | {
199 | "cell_type": "markdown",
200 | "metadata": {},
201 | "source": [
202 | "\n",
203 | "
\n", 346 | "
\n", 386 | "
\n", 426 | "
\n", 510 | " names = [\"Rahul\",\"Venkat\",\"Rahim\",\"Manpreet\"]
\n", 511 | " PCM_marks = [[100, 94, 96],[95, 98, 90],[99, 84, 93],[89, 97, 92]]
\n", 512 | "Convert these two lists into a dictionary with \"names\" as keys and \"PCM_marks\" as values(PCM = Physics, Chemistry, Maths)" 513 | ] 514 | }, 515 | { 516 | "cell_type": "code", 517 | "execution_count": 16, 518 | "metadata": {}, 519 | "outputs": [ 520 | { 521 | "name": "stdout", 522 | "output_type": "stream", 523 | "text": [ 524 | "{'Rahul': [100, 94, 96], 'Venkat': [95, 98, 90], 'Rahim': [99, 84, 93], 'Manpreet': [89, 97, 92]}\n" 525 | ] 526 | } 527 | ], 528 | "source": [ 529 | "names = [\"Rahul\",\"Venkat\",\"Rahim\",\"Manpreet\"]\n", 530 | "PCM_marks = [[100, 94, 96],[95, 98, 90],[99, 84, 93],[89, 97, 92]]\n", 531 | "exam = dict(zip(names, PCM_marks))\n", 532 | "print(exam)" 533 | ] 534 | }, 535 | { 536 | "cell_type": "markdown", 537 | "metadata": {}, 538 | "source": [ 539 | "Q15. Change marks obtained by \"Manpreet\" to [88, 98, 93]. Print the dictionary" 540 | ] 541 | }, 542 | { 543 | "cell_type": "code", 544 | "execution_count": 17, 545 | "metadata": {}, 546 | "outputs": [ 547 | { 548 | "name": "stdout", 549 | "output_type": "stream", 550 | "text": [ 551 | "{'Rahul': [100, 94, 96], 'Venkat': [95, 98, 90], 'Rahim': [99, 84, 93], 'Manpreet': [88, 98, 93]}\n" 552 | ] 553 | } 554 | ], 555 | "source": [ 556 | "exam[\"Manpreet\"] = [88,98,93]\n", 557 | "print(exam)" 558 | ] 559 | }, 560 | { 561 | "cell_type": "markdown", 562 | "metadata": {}, 563 | "source": [ 564 | "Q16. Change marks obtained by \"Rahim\" in Physics from 99 to 97. Print the dictionary" 565 | ] 566 | }, 567 | { 568 | "cell_type": "code", 569 | "execution_count": 18, 570 | "metadata": {}, 571 | "outputs": [ 572 | { 573 | "name": "stdout", 574 | "output_type": "stream", 575 | "text": [ 576 | "{'Rahul': [100, 94, 96], 'Venkat': [95, 98, 90], 'Rahim': [97, 84, 93], 'Manpreet': [88, 98, 93]}\n" 577 | ] 578 | } 579 | ], 580 | "source": [ 581 | "exam[\"Rahim\"][0] = 97\n", 582 | "print(exam)" 583 | ] 584 | }, 585 | { 586 | "cell_type": "markdown", 587 | "metadata": {}, 588 | "source": [ 589 | "Q17. Everyone - Rahul, Venkat, Rahim and Manpreet - obtained 100 marks in Physical Education. Add this to everyone's list for marks obtained e.g. for Rahul the dictionary will show [100,94,96,100] as marks obtained. Print the dictionary" 590 | ] 591 | }, 592 | { 593 | "cell_type": "code", 594 | "execution_count": 19, 595 | "metadata": {}, 596 | "outputs": [ 597 | { 598 | "name": "stdout", 599 | "output_type": "stream", 600 | "text": [ 601 | "{'Rahul': [100, 94, 96, 100], 'Venkat': [95, 98, 90, 100], 'Rahim': [97, 84, 93, 100], 'Manpreet': [88, 98, 93, 100]}\n" 602 | ] 603 | } 604 | ], 605 | "source": [ 606 | "exam[\"Rahul\"].append(100)\n", 607 | "exam[\"Venkat\"].append(100)\n", 608 | "exam[\"Rahim\"].append(100)\n", 609 | "exam[\"Manpreet\"].append(100)\n", 610 | "print(exam)" 611 | ] 612 | }, 613 | { 614 | "cell_type": "markdown", 615 | "metadata": {}, 616 | "source": [ 617 | "Q18. Print marks obtained by every student. Who got the highest marks?" 618 | ] 619 | }, 620 | { 621 | "cell_type": "code", 622 | "execution_count": 20, 623 | "metadata": {}, 624 | "outputs": [ 625 | { 626 | "name": "stdout", 627 | "output_type": "stream", 628 | "text": [ 629 | "Rahul obtained 390 marks\n", 630 | "Venkat obtained 383 marks\n", 631 | "Rahim obtained 374 marks\n", 632 | "Manpreet obtained 379 marks\n" 633 | ] 634 | } 635 | ], 636 | "source": [ 637 | "print(\"Rahul obtained\",sum(exam[\"Rahul\"]), \"marks\")\n", 638 | "print(\"Venkat obtained\",sum(exam[\"Venkat\"]), \"marks\")\n", 639 | "print(\"Rahim obtained\",sum(exam[\"Rahim\"]), \"marks\")\n", 640 | "print(\"Manpreet obtained\",sum(exam[\"Manpreet\"]), \"marks\")" 641 | ] 642 | }, 643 | { 644 | "cell_type": "markdown", 645 | "metadata": {}, 646 | "source": [ 647 | "" 648 | ] 649 | }, 650 | { 651 | "cell_type": "markdown", 652 | "metadata": {}, 653 | "source": [ 654 | "Q19. Create a list e = [1,2,2,3,5,6,7,7]. Remove duplicate elements from this list and print the output list\n", 655 | "
\n", 726 | "
\n", 763 | "
\n", 808 | "![](\"https://orig00.deviantart.net/ff5e/f/2013/102/4/4/yoda_by_valval-d61g9rh.png\")
"
815 | ]
816 | }
817 | ],
818 | "metadata": {
819 | "kernelspec": {
820 | "display_name": "Python 3",
821 | "language": "python",
822 | "name": "python3"
823 | },
824 | "language_info": {
825 | "codemirror_mode": {
826 | "name": "ipython",
827 | "version": 3
828 | },
829 | "file_extension": ".py",
830 | "mimetype": "text/x-python",
831 | "name": "python",
832 | "nbconvert_exporter": "python",
833 | "pygments_lexer": "ipython3",
834 | "version": "3.7.3"
835 | }
836 | },
837 | "nbformat": 4,
838 | "nbformat_minor": 2
839 | }
840 |
--------------------------------------------------------------------------------
/Python for Data Analytics - Practice Problems 1.ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "cells": [
3 | {
4 | "cell_type": "markdown",
5 | "metadata": {},
6 | "source": [
7 | "Author : UTSAV AWASTHI
\n", 8 | "About Me: http://iamawesome.com/
\n", 9 | "Subscribe to my YouTube channel here
\n", 10 | "For serious conversations related to career and jobs, follow me on LinkedIn
\n", 11 | "For low-effort dank memes and one-liners, follow me on Twitter" 12 | ] 13 | }, 14 | { 15 | "cell_type": "markdown", 16 | "metadata": {}, 17 | "source": [ 18 | "\n",
22 | "
- \n",
204 | "
- Lists \n", 205 | "
- Tuples \n", 206 | "
- Dictionaries \n", 207 | "
- Sets \n", 208 | "
- Strings \n", 209 | "
\n", 346 | "
- \n",
347 | "
- [7,8,9,10] \n", 348 | "
- [1,2,3,4,5] \n", 349 | "
- [2,5,8] \n", 350 | "
- [10,9,8,7] \n", 351 | "
- [9,7,5] \n", 352 | "
\n", 386 | "
- \n",
387 | "
- 2 \n", 388 | "
- 4 \n", 389 | "
- 6 \n", 390 | "
- 9 \n", 391 | "
- 10 \n", 392 | "
\n", 426 | "
- \n",
427 | "
- print length of the list \n", 428 | "
- print max element inside the list i.e. 9 \n", 429 | "
- print min element inside the list i.e. 1 \n", 430 | "
- sort this list in ascending order and print [1,2,3,4,5,8,9] \n", 431 | "
- sort this list in descending order and print [9,8,5,4,3,2,1] \n", 432 | "
\n", 510 | " names = [\"Rahul\",\"Venkat\",\"Rahim\",\"Manpreet\"]
\n", 511 | " PCM_marks = [[100, 94, 96],[95, 98, 90],[99, 84, 93],[89, 97, 92]]
\n", 512 | "Convert these two lists into a dictionary with \"names\" as keys and \"PCM_marks\" as values(PCM = Physics, Chemistry, Maths)" 513 | ] 514 | }, 515 | { 516 | "cell_type": "code", 517 | "execution_count": 16, 518 | "metadata": {}, 519 | "outputs": [ 520 | { 521 | "name": "stdout", 522 | "output_type": "stream", 523 | "text": [ 524 | "{'Rahul': [100, 94, 96], 'Venkat': [95, 98, 90], 'Rahim': [99, 84, 93], 'Manpreet': [89, 97, 92]}\n" 525 | ] 526 | } 527 | ], 528 | "source": [ 529 | "names = [\"Rahul\",\"Venkat\",\"Rahim\",\"Manpreet\"]\n", 530 | "PCM_marks = [[100, 94, 96],[95, 98, 90],[99, 84, 93],[89, 97, 92]]\n", 531 | "exam = dict(zip(names, PCM_marks))\n", 532 | "print(exam)" 533 | ] 534 | }, 535 | { 536 | "cell_type": "markdown", 537 | "metadata": {}, 538 | "source": [ 539 | "Q15. Change marks obtained by \"Manpreet\" to [88, 98, 93]. Print the dictionary" 540 | ] 541 | }, 542 | { 543 | "cell_type": "code", 544 | "execution_count": 17, 545 | "metadata": {}, 546 | "outputs": [ 547 | { 548 | "name": "stdout", 549 | "output_type": "stream", 550 | "text": [ 551 | "{'Rahul': [100, 94, 96], 'Venkat': [95, 98, 90], 'Rahim': [99, 84, 93], 'Manpreet': [88, 98, 93]}\n" 552 | ] 553 | } 554 | ], 555 | "source": [ 556 | "exam[\"Manpreet\"] = [88,98,93]\n", 557 | "print(exam)" 558 | ] 559 | }, 560 | { 561 | "cell_type": "markdown", 562 | "metadata": {}, 563 | "source": [ 564 | "Q16. Change marks obtained by \"Rahim\" in Physics from 99 to 97. Print the dictionary" 565 | ] 566 | }, 567 | { 568 | "cell_type": "code", 569 | "execution_count": 18, 570 | "metadata": {}, 571 | "outputs": [ 572 | { 573 | "name": "stdout", 574 | "output_type": "stream", 575 | "text": [ 576 | "{'Rahul': [100, 94, 96], 'Venkat': [95, 98, 90], 'Rahim': [97, 84, 93], 'Manpreet': [88, 98, 93]}\n" 577 | ] 578 | } 579 | ], 580 | "source": [ 581 | "exam[\"Rahim\"][0] = 97\n", 582 | "print(exam)" 583 | ] 584 | }, 585 | { 586 | "cell_type": "markdown", 587 | "metadata": {}, 588 | "source": [ 589 | "Q17. Everyone - Rahul, Venkat, Rahim and Manpreet - obtained 100 marks in Physical Education. Add this to everyone's list for marks obtained e.g. for Rahul the dictionary will show [100,94,96,100] as marks obtained. Print the dictionary" 590 | ] 591 | }, 592 | { 593 | "cell_type": "code", 594 | "execution_count": 19, 595 | "metadata": {}, 596 | "outputs": [ 597 | { 598 | "name": "stdout", 599 | "output_type": "stream", 600 | "text": [ 601 | "{'Rahul': [100, 94, 96, 100], 'Venkat': [95, 98, 90, 100], 'Rahim': [97, 84, 93, 100], 'Manpreet': [88, 98, 93, 100]}\n" 602 | ] 603 | } 604 | ], 605 | "source": [ 606 | "exam[\"Rahul\"].append(100)\n", 607 | "exam[\"Venkat\"].append(100)\n", 608 | "exam[\"Rahim\"].append(100)\n", 609 | "exam[\"Manpreet\"].append(100)\n", 610 | "print(exam)" 611 | ] 612 | }, 613 | { 614 | "cell_type": "markdown", 615 | "metadata": {}, 616 | "source": [ 617 | "Q18. Print marks obtained by every student. Who got the highest marks?" 618 | ] 619 | }, 620 | { 621 | "cell_type": "code", 622 | "execution_count": 20, 623 | "metadata": {}, 624 | "outputs": [ 625 | { 626 | "name": "stdout", 627 | "output_type": "stream", 628 | "text": [ 629 | "Rahul obtained 390 marks\n", 630 | "Venkat obtained 383 marks\n", 631 | "Rahim obtained 374 marks\n", 632 | "Manpreet obtained 379 marks\n" 633 | ] 634 | } 635 | ], 636 | "source": [ 637 | "print(\"Rahul obtained\",sum(exam[\"Rahul\"]), \"marks\")\n", 638 | "print(\"Venkat obtained\",sum(exam[\"Venkat\"]), \"marks\")\n", 639 | "print(\"Rahim obtained\",sum(exam[\"Rahim\"]), \"marks\")\n", 640 | "print(\"Manpreet obtained\",sum(exam[\"Manpreet\"]), \"marks\")" 641 | ] 642 | }, 643 | { 644 | "cell_type": "markdown", 645 | "metadata": {}, 646 | "source": [ 647 | "" 648 | ] 649 | }, 650 | { 651 | "cell_type": "markdown", 652 | "metadata": {}, 653 | "source": [ 654 | "Q19. Create a list e = [1,2,2,3,5,6,7,7]. Remove duplicate elements from this list and print the output list\n", 655 | "
\n",
656 | "Click here for hint\n",
657 | "
\n",
658 | "\n",
659 | "You can first convert \"e\" to a set using set() function and then back to list using list() function\n",
660 | "
"
661 | ]
662 | },
663 | {
664 | "cell_type": "code",
665 | "execution_count": 21,
666 | "metadata": {},
667 | "outputs": [
668 | {
669 | "name": "stdout",
670 | "output_type": "stream",
671 | "text": [
672 | "[1, 2, 3, 5, 6, 7]\n"
673 | ]
674 | }
675 | ],
676 | "source": [
677 | "e = [1,2,2,3,5,6,7,7]\n",
678 | "print(list(set(e)))"
679 | ]
680 | },
681 | {
682 | "cell_type": "markdown",
683 | "metadata": {},
684 | "source": [
685 | "Q20. You are given two Python lists [1,2,3,4] and [4,5,6,7]. Print the common elements in the two lists using sets\n",
686 | "\n",
687 | "Click here for hint\n",
688 | "
\n",
689 | "\n",
690 | "Google to find the set method which gives you the intersection of two sets\n",
691 | "
"
692 | ]
693 | },
694 | {
695 | "cell_type": "code",
696 | "execution_count": 22,
697 | "metadata": {},
698 | "outputs": [
699 | {
700 | "data": {
701 | "text/plain": [
702 | "[4]"
703 | ]
704 | },
705 | "execution_count": 22,
706 | "metadata": {},
707 | "output_type": "execute_result"
708 | }
709 | ],
710 | "source": [
711 | "list(set([1,2,3,4]).intersection(set([4,5,6,7])))"
712 | ]
713 | },
714 | {
715 | "cell_type": "markdown",
716 | "metadata": {},
717 | "source": [
718 | ""
719 | ]
720 | },
721 | {
722 | "cell_type": "markdown",
723 | "metadata": {},
724 | "source": [
725 | "Q21. Create a string s = \"Python is Magic!\". Using this string, write a code to print following:\n", 726 | "
- \n",
727 | "
- hon i \n", 728 | "
- i noh \n", 729 | "
- !cigaM \n", 730 | "
- reverse the string \"s\" \n", 731 | "
\n", 763 | "
- \n",
764 | "
- Convert \"s\" to lowercase and print it \n", 765 | "
- Convert \"s\" to uppercase and print it \n", 766 | "
- Find at which location/index \"M\" occurs \n", 767 | "
- Find at which location/index \"th\" occurs \n", 768 | "
- Check if \"s\" only has alphabets \n", 769 | "
- Replace \"Magic\" with \"Best\" \n", 770 | "
- Split \"s\" into a list [\"Python\", \"is\", \"Magic!\"] \n", 771 | "
\n", 808 | "
\n",
809 | " Pass on what you have learned
\n", 810 | "
\n",
811 | "\n", 810 | "
\n",
812 | " \"
\n", 813 | "
\n",
814 | "\n", 813 | "
"
815 | ]
816 | }
817 | ],
818 | "metadata": {
819 | "kernelspec": {
820 | "display_name": "Python 3",
821 | "language": "python",
822 | "name": "python3"
823 | },
824 | "language_info": {
825 | "codemirror_mode": {
826 | "name": "ipython",
827 | "version": 3
828 | },
829 | "file_extension": ".py",
830 | "mimetype": "text/x-python",
831 | "name": "python",
832 | "nbconvert_exporter": "python",
833 | "pygments_lexer": "ipython3",
834 | "version": "3.7.3"
835 | }
836 | },
837 | "nbformat": 4,
838 | "nbformat_minor": 2
839 | }
840 |
--------------------------------------------------------------------------------
/Python for Data Analytics - Practice Problems 1.ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "cells": [
3 | {
4 | "cell_type": "markdown",
5 | "metadata": {},
6 | "source": [
7 | "Author : UTSAV AWASTHI\n", 8 | "About Me: http://iamawesome.com/
\n", 9 | "Subscribe to my YouTube channel here
\n", 10 | "For serious conversations related to career and jobs, follow me on LinkedIn
\n", 11 | "For low-effort dank memes and one-liners, follow me on Twitter" 12 | ] 13 | }, 14 | { 15 | "cell_type": "markdown", 16 | "metadata": {}, 17 | "source": [ 18 | "
\n",
19 | " // ज्ञानं परमं बलम् //
\n", 20 | "
\n",
21 | "\n", 20 | "
\n",
22 | " PYTHON PROGRAMMING LANGUAGE
\n",
23 | "\n",
24 | " TABLE OF CONTENTS
\n",
25 | "- \n",
26 | "
- Introduction\n",
27 | "
- Data types and Operations
\n", 28 | "- Variables and Collections
\n", 29 | "
DATA TYPE AND OPERATIONS"
58 | ]
59 | },
60 | {
61 | "cell_type": "markdown",
62 | "metadata": {},
63 | "source": [
64 | "Q2. Among the data types you have learned, which ones are mutable? Create a mutable object and write a code to edit it"
65 | ]
66 | },
67 | {
68 | "cell_type": "code",
69 | "execution_count": null,
70 | "metadata": {},
71 | "outputs": [],
72 | "source": []
73 | },
74 | {
75 | "cell_type": "markdown",
76 | "metadata": {},
77 | "source": [
78 | "Q3. Among the data types you have learned, which ones are immutable? Create an immutable object and write a code to edit it to show that it throws an error"
79 | ]
80 | },
81 | {
82 | "cell_type": "code",
83 | "execution_count": null,
84 | "metadata": {},
85 | "outputs": [],
86 | "source": []
87 | },
88 | {
89 | "cell_type": "markdown",
90 | "metadata": {},
91 | "source": [
92 | "Q4. Write a code to show Python does not create new copies of a variable in a new memory location"
93 | ]
94 | },
95 | {
96 | "cell_type": "code",
97 | "execution_count": null,
98 | "metadata": {},
99 | "outputs": [],
100 | "source": []
101 | },
102 | {
103 | "cell_type": "markdown",
104 | "metadata": {},
105 | "source": [
106 | "Q5. Write a code to show copies of a mutable variable will be changed if any changes are made to the original variable"
107 | ]
108 | },
109 | {
110 | "cell_type": "code",
111 | "execution_count": null,
112 | "metadata": {},
113 | "outputs": [],
114 | "source": []
115 | },
116 | {
117 | "cell_type": "markdown",
118 | "metadata": {},
119 | "source": [
120 | "\n",
121 | "
\n", 198 | "
\n", 219 | "
\n", 240 | "
\n", 289 | " names = [\"Rahul\",\"Venkat\",\"Rahim\",\"Manpreet\"]
\n", 290 | " PCM_marks = [[100, 94, 96],[95, 98, 90],[99, 84, 93],[89, 97, 92]]
\n", 291 | "Convert these two lists into a dictionary with \"names\" as keys and \"PCM_marks\" as values(PCM = Physics, Chemistry, Maths)" 292 | ] 293 | }, 294 | { 295 | "cell_type": "code", 296 | "execution_count": null, 297 | "metadata": {}, 298 | "outputs": [], 299 | "source": [] 300 | }, 301 | { 302 | "cell_type": "markdown", 303 | "metadata": {}, 304 | "source": [ 305 | "Q15. Change marks obtained by \"Manpreet\" to [88, 98, 93]. Print the dictionary" 306 | ] 307 | }, 308 | { 309 | "cell_type": "code", 310 | "execution_count": null, 311 | "metadata": {}, 312 | "outputs": [], 313 | "source": [] 314 | }, 315 | { 316 | "cell_type": "markdown", 317 | "metadata": {}, 318 | "source": [ 319 | "Q16. Change marks obtained by \"Rahim\" in Physics from 99 to 97. Print the dictionary" 320 | ] 321 | }, 322 | { 323 | "cell_type": "code", 324 | "execution_count": null, 325 | "metadata": {}, 326 | "outputs": [], 327 | "source": [] 328 | }, 329 | { 330 | "cell_type": "markdown", 331 | "metadata": {}, 332 | "source": [ 333 | "Q17. Everyone - Rahul, Venkat, Rahim and Manpreet - obtained 100 marks in Physical Education. Add this to everyone's list for marks obtained e.g. for Rahul the dictionary will show [100,94,96,100] as marks obtained. Print the dictionary" 334 | ] 335 | }, 336 | { 337 | "cell_type": "code", 338 | "execution_count": null, 339 | "metadata": {}, 340 | "outputs": [], 341 | "source": [] 342 | }, 343 | { 344 | "cell_type": "markdown", 345 | "metadata": {}, 346 | "source": [ 347 | "Q18. Print marks obtained by every student. Who got the highest marks?" 348 | ] 349 | }, 350 | { 351 | "cell_type": "code", 352 | "execution_count": null, 353 | "metadata": {}, 354 | "outputs": [], 355 | "source": [] 356 | }, 357 | { 358 | "cell_type": "markdown", 359 | "metadata": {}, 360 | "source": [ 361 | "" 362 | ] 363 | }, 364 | { 365 | "cell_type": "markdown", 366 | "metadata": {}, 367 | "source": [ 368 | "Q19. Create a list e = [1,2,2,3,5,6,7,7]. Remove duplicate elements from this list and print the output list\n", 369 | "
\n", 416 | "
\n", 436 | "
\n", 459 | ""
466 | ]
467 | }
468 | ],
469 | "metadata": {
470 | "kernelspec": {
471 | "display_name": "Python 3",
472 | "language": "python",
473 | "name": "python3"
474 | },
475 | "language_info": {
476 | "codemirror_mode": {
477 | "name": "ipython",
478 | "version": 3
479 | },
480 | "file_extension": ".py",
481 | "mimetype": "text/x-python",
482 | "name": "python",
483 | "nbconvert_exporter": "python",
484 | "pygments_lexer": "ipython3",
485 | "version": "3.7.3"
486 | }
487 | },
488 | "nbformat": 4,
489 | "nbformat_minor": 2
490 | }
491 |
--------------------------------------------------------------------------------
/Python for Data Analytics - Practice Problems 2(Solved).ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "cells": [
3 | {
4 | "cell_type": "markdown",
5 | "metadata": {},
6 | "source": [
7 | "Author : UTSAV AWASTHI
\n", 8 | "About Me: http://iamawesome.com/
\n", 9 | "Subscribe to my YouTube channel here
\n", 10 | "For serious conversations related to career and jobs, follow me on LinkedIn
\n", 11 | "For low-effort dank memes and one-liners, follow me on Twitter" 12 | ] 13 | }, 14 | { 15 | "cell_type": "markdown", 16 | "metadata": {}, 17 | "source": [ 18 | "\n",
22 | "
\n", 58 | "list_sum([1,2,3,4]) should give 10
\n", 59 | "list_sum([1,2,3,4,5]) should give 15" 60 | ] 61 | }, 62 | { 63 | "cell_type": "code", 64 | "execution_count": 1, 65 | "metadata": {}, 66 | "outputs": [ 67 | { 68 | "name": "stdout", 69 | "output_type": "stream", 70 | "text": [ 71 | "10\n", 72 | "15\n" 73 | ] 74 | } 75 | ], 76 | "source": [ 77 | "def list_sum(a):\n", 78 | " b = 0 \n", 79 | " for i in a:\n", 80 | " b = b+i\n", 81 | " return b\n", 82 | "print(list_sum([1,2,3,4]))\n", 83 | "print(list_sum([1,2,3,4,5]))" 84 | ] 85 | }, 86 | { 87 | "cell_type": "markdown", 88 | "metadata": {}, 89 | "source": [ 90 | "Q2. Write a function 'list_extremes(lst, option)' to get maximum or minimum element of a given list depending on what user wants e.g.
\n", 91 | "list_extremes([4,5,3,7,1], 'min') should give 1
\n", 92 | "list_extremes([4,5,3,7,1], 'max') should give 7" 93 | ] 94 | }, 95 | { 96 | "cell_type": "code", 97 | "execution_count": 2, 98 | "metadata": {}, 99 | "outputs": [ 100 | { 101 | "name": "stdout", 102 | "output_type": "stream", 103 | "text": [ 104 | "1\n", 105 | "7\n" 106 | ] 107 | } 108 | ], 109 | "source": [ 110 | "def list_extremes(a, option):\n", 111 | " b = a[0]\n", 112 | " for i in a:\n", 113 | " if option == 'max':\n", 114 | " if bi:\n",
121 | " b = i\n",
122 | " else:\n",
123 | " b = b\n",
124 | " return b \n",
125 | "print(list_extremes([4,5,3,7,1], 'min'))\n",
126 | "print(list_extremes([4,5,3,7,1], 'max'))"
127 | ]
128 | },
129 | {
130 | "cell_type": "markdown",
131 | "metadata": {},
132 | "source": [
133 | "Q2.a. Can you also find top N largest and smallest elements from a list e.g.
\n", 134 | "list_extremes([4,5,3,7,1,2,8,9,6], 'min', 3) = [1,2,3]
\n", 135 | "list_extremes([4,5,3,7,1,2,8,9,6], 'max', 4) = [6,7,8,9] = 42\n" 136 | ] 137 | }, 138 | { 139 | "cell_type": "code", 140 | "execution_count": 3, 141 | "metadata": {}, 142 | "outputs": [ 143 | { 144 | "name": "stdout", 145 | "output_type": "stream", 146 | "text": [ 147 | "[1, 2, 3]\n", 148 | "[9, 8, 7, 6]\n" 149 | ] 150 | } 151 | ], 152 | "source": [ 153 | "def list_extremes(lst, option, n):\n", 154 | " if option == 'min':\n", 155 | " lst.sort(reverse = False)\n", 156 | " if option == 'max':\n", 157 | " lst.sort(reverse = True)\n", 158 | " return lst[0:n]\n", 159 | " \n", 160 | "print(list_extremes([4,5,3,7,1,2,8,9,6], 'min', 3))\n", 161 | "print(list_extremes([4,5,3,7,1,2,8,9,6], 'max', 4))" 162 | ] 163 | }, 164 | { 165 | "cell_type": "markdown", 166 | "metadata": {}, 167 | "source": [ 168 | "Q3. Write a function 'list_mean(lst)' to find mean or average of elements of a given list e.g.
\n", 169 | "list_mean([1,2,3,4]) should give 2.5
\n", 170 | "list_mean([1,2,3,4,5]) should give 3
" 171 | ] 172 | }, 173 | { 174 | "cell_type": "code", 175 | "execution_count": 4, 176 | "metadata": {}, 177 | "outputs": [ 178 | { 179 | "name": "stdout", 180 | "output_type": "stream", 181 | "text": [ 182 | "2.5\n", 183 | "3.0\n" 184 | ] 185 | } 186 | ], 187 | "source": [ 188 | "def list_mean(lst):\n", 189 | " return list_sum(lst)/len(lst)\n", 190 | "print(list_mean([1,2,3,4]))\n", 191 | "print(list_mean([1,2,3,4,5]))" 192 | ] 193 | }, 194 | { 195 | "cell_type": "markdown", 196 | "metadata": {}, 197 | "source": [ 198 | "Q4. Write a function 'factorial(n)' to find factorial of a given positive number using (a) for loop (b) while loop e.g.
\n", 199 | "factorial(5) = 5x4x3x2x1 = 120
\n", 200 | "factorial(6) = 6x5x4x3x2x1 = 720" 201 | ] 202 | }, 203 | { 204 | "cell_type": "code", 205 | "execution_count": 5, 206 | "metadata": {}, 207 | "outputs": [ 208 | { 209 | "name": "stdout", 210 | "output_type": "stream", 211 | "text": [ 212 | "120\n", 213 | "720\n" 214 | ] 215 | } 216 | ], 217 | "source": [ 218 | "def factorial(n):\n", 219 | " m = 1\n", 220 | " while n>1:\n", 221 | " m = m*n\n", 222 | " n = n-1\n", 223 | " return m\n", 224 | "print(factorial(5))\n", 225 | "print(factorial(6))" 226 | ] 227 | }, 228 | { 229 | "cell_type": "markdown", 230 | "metadata": {}, 231 | "source": [ 232 | "Q5. Write a function 'multiples(lst, start, end)' to find the sum of all numbers between 'start' and 'end'(both included) which are multiple of ANY of the numbers inside the list 'lst' e.g.
\n", 233 | "multiples([2,3], 0, 10) = 2+3+4+6+8+9+10 = 42
\n", 234 | "multiples([7,5], 10, 40) = 14+15+20+21+25+28+30+35+40 = 238" 235 | ] 236 | }, 237 | { 238 | "cell_type": "code", 239 | "execution_count": 6, 240 | "metadata": {}, 241 | "outputs": [ 242 | { 243 | "name": "stdout", 244 | "output_type": "stream", 245 | "text": [ 246 | "42\n", 247 | "238\n" 248 | ] 249 | } 250 | ], 251 | "source": [ 252 | "def multiples(lst,start,end):\n", 253 | " b = []\n", 254 | " for i in range(start,end+1):\n", 255 | " for j in lst:\n", 256 | " if i%j == 0:\n", 257 | " b.append(i)\n", 258 | " return sum(set(b))\n", 259 | "print(multiples([2,3], 0, 10))\n", 260 | "print(multiples([7,5], 10, 40))" 261 | ] 262 | }, 263 | { 264 | "cell_type": "markdown", 265 | "metadata": {}, 266 | "source": [ 267 | "Q6. Write a function 'is_prime(n)' to find if a given number is prime or not e.g.
\n", 268 | "is_prime(23) = True
\n", 269 | "is_prime(100) = False
\n", 270 | "Find the sum of prime numbers between 1 and 1000." 271 | ] 272 | }, 273 | { 274 | "cell_type": "code", 275 | "execution_count": 7, 276 | "metadata": {}, 277 | "outputs": [ 278 | { 279 | "data": { 280 | "text/plain": [ 281 | "(True, False)" 282 | ] 283 | }, 284 | "execution_count": 7, 285 | "metadata": {}, 286 | "output_type": "execute_result" 287 | } 288 | ], 289 | "source": [ 290 | "def is_prime(n):\n", 291 | " if n==1: return False\n", 292 | " for i in range(2,n):\n", 293 | " if n%i == 0:\n", 294 | " return False\n", 295 | " return True\n", 296 | "is_prime(23), is_prime(100)" 297 | ] 298 | }, 299 | { 300 | "cell_type": "code", 301 | "execution_count": 8, 302 | "metadata": {}, 303 | "outputs": [ 304 | { 305 | "data": { 306 | "text/plain": [ 307 | "76127" 308 | ] 309 | }, 310 | "execution_count": 8, 311 | "metadata": {}, 312 | "output_type": "execute_result" 313 | } 314 | ], 315 | "source": [ 316 | "sum([i for i in range(1,1001) if is_prime(i)==True])" 317 | ] 318 | }, 319 | { 320 | "cell_type": "markdown", 321 | "metadata": {}, 322 | "source": [ 323 | "Q7. Fibonacci series starts with two numbers 0 and 1 and each subsequent number is a sum of previous two numbers. Write a function 'fibonacci(n)' to print first 'n' fibonacci numbers e.g.
\n", 324 | "fibonacci(5) = 0,1,1,2,3
\n", 325 | "fibonacci(11) = 0,1,1,2,3,5,8,13,21,34,55" 326 | ] 327 | }, 328 | { 329 | "cell_type": "code", 330 | "execution_count": 9, 331 | "metadata": {}, 332 | "outputs": [ 333 | { 334 | "name": "stdout", 335 | "output_type": "stream", 336 | "text": [ 337 | "[0, 1, 1, 2, 3]\n", 338 | "[0, 1, 1, 2, 3, 5, 8, 13, 21, 34, 55]\n" 339 | ] 340 | } 341 | ], 342 | "source": [ 343 | "def fibonacci(n):\n", 344 | " fib = [0,1]\n", 345 | " for i in range(n-2):\n", 346 | " fib.append(fib[-2]+fib[-1])\n", 347 | " return fib\n", 348 | "print(fibonacci(5))\n", 349 | "print(fibonacci(11))" 350 | ] 351 | }, 352 | { 353 | "cell_type": "markdown", 354 | "metadata": {}, 355 | "source": [ 356 | "Q8.Write a function 'ssq(n)' to get the sum of squares of first n natural numbers e.g.
\n", 357 | "ssq(3) = 1^2 + 2^2 + 3^2 = 1+4+9 = 14
\n", 358 | "ssq(5) = 1^2 + 2^2 + 3^2 + 4^2 + 5^2= 1+4+9+16+25 = 55" 359 | ] 360 | }, 361 | { 362 | "cell_type": "code", 363 | "execution_count": 10, 364 | "metadata": {}, 365 | "outputs": [ 366 | { 367 | "name": "stdout", 368 | "output_type": "stream", 369 | "text": [ 370 | "14\n", 371 | "55\n" 372 | ] 373 | } 374 | ], 375 | "source": [ 376 | "def ssq(n):\n", 377 | " tot = 0\n", 378 | " for i in range(n):\n", 379 | " tot += (i+1)**2\n", 380 | " return tot\n", 381 | "print(ssq(3))\n", 382 | "print(ssq(5))" 383 | ] 384 | }, 385 | { 386 | "cell_type": "markdown", 387 | "metadata": {}, 388 | "source": [ 389 | "Q9. Similar to Q8 above, write a function 'sum_of_mth_power(n,m)' to find sum of mth power of first n natural numbers e.g.
\n", 390 | "sum_of_mth_power(5,2) = 1^2 + 2^2 + 3^2 + 4^2 + 5^2= 1+4+9+16+25 = 55
\n", 391 | "sum_of_mth_power(5,3) = 1^3 + 2^3 + 3^3 + 4^3 + 5^3= 1+8+27+64+125 = 225" 392 | ] 393 | }, 394 | { 395 | "cell_type": "code", 396 | "execution_count": 11, 397 | "metadata": {}, 398 | "outputs": [ 399 | { 400 | "name": "stdout", 401 | "output_type": "stream", 402 | "text": [ 403 | "55\n", 404 | "225\n" 405 | ] 406 | } 407 | ], 408 | "source": [ 409 | "def sum_of_mth_power(n,m):\n", 410 | " tot = 0\n", 411 | " for i in range(n):\n", 412 | " tot += (i+1)**m\n", 413 | " return tot\n", 414 | "print(sum_of_mth_power(5,2))\n", 415 | "print(sum_of_mth_power(5,3))" 416 | ] 417 | }, 418 | { 419 | "cell_type": "markdown", 420 | "metadata": {}, 421 | "source": [ 422 | "Q10. Write a function vowel_consonent_count(s) to count how many vowels and consonents are there in the string 's' e.g.
\n", 423 | "vowel_consonent_count(\"Hello World!\") = [3, 7]
\n", 424 | "vowel_consonent_count(\"Barack Obama\") = [5, 6]" 425 | ] 426 | }, 427 | { 428 | "cell_type": "code", 429 | "execution_count": 12, 430 | "metadata": {}, 431 | "outputs": [ 432 | { 433 | "name": "stdout", 434 | "output_type": "stream", 435 | "text": [ 436 | "[3, 7]\n", 437 | "[4, 7]\n" 438 | ] 439 | } 440 | ], 441 | "source": [ 442 | "def vowel_consonent_count(s):\n", 443 | " vowels = \"aeiou\"\n", 444 | " v_cnt = 0\n", 445 | " c_cnt = 0\n", 446 | " for c in s:\n", 447 | " if c.isalpha() and c in vowels:\n", 448 | " v_cnt += 1\n", 449 | " if c.isalpha() and c not in vowels:\n", 450 | " c_cnt += 1\n", 451 | " return [v_cnt, c_cnt]\n", 452 | "print(vowel_consonent_count(\"Hello World!\"))\n", 453 | "print(vowel_consonent_count(\"Barack Obama\") )" 454 | ] 455 | }, 456 | { 457 | "cell_type": "markdown", 458 | "metadata": {}, 459 | "source": [ 460 | "Q11. Write a function letter_frequency(s) to store frequency of each letter in the string 's' with keys are distinct letters in the string and values as the count of occurence of each letter. Treat lowercase and uppercase as same i.e. a and A should be counted as same e.g.
\n", 461 | "letter_frequency(\"Barack Obama\") = {'b':2, 'a':4, 'r':1, 'c':1, 'k':1, ' ':1,'o':1, 'm':1}" 462 | ] 463 | }, 464 | { 465 | "cell_type": "code", 466 | "execution_count": 13, 467 | "metadata": {}, 468 | "outputs": [ 469 | { 470 | "name": "stdout", 471 | "output_type": "stream", 472 | "text": [ 473 | "{'b': 2, 'a': 4, 'r': 1, 'c': 1, 'k': 1, ' ': 1, 'o': 1, 'm': 1}\n" 474 | ] 475 | } 476 | ], 477 | "source": [ 478 | "def letter_frequency(s):\n", 479 | " d = {}\n", 480 | " for c in s.lower():\n", 481 | " if c in d.keys():\n", 482 | " d[c] += 1\n", 483 | " else:\n", 484 | " d[c] = 1\n", 485 | " return d\n", 486 | "print(letter_frequency(\"Barack Obama\"))" 487 | ] 488 | }, 489 | { 490 | "cell_type": "markdown", 491 | "metadata": {}, 492 | "source": [ 493 | "Q11.b. Using the function letter_frequency(s), can you print the letters which occur multiple times in string 's'. Call this function duplicated_letters(s) e.g.
\n", 494 | "duplicated_letters(\"Barack Obama\") = ['b', 'a']
\n", 495 | "duplicated_letters(\"Utsav Awasthi\") = ['t', 's', 'a']
" 496 | ] 497 | }, 498 | { 499 | "cell_type": "code", 500 | "execution_count": 14, 501 | "metadata": {}, 502 | "outputs": [ 503 | { 504 | "name": "stdout", 505 | "output_type": "stream", 506 | "text": [ 507 | "['b', 'a']\n", 508 | "['t', 's', 'a']\n" 509 | ] 510 | } 511 | ], 512 | "source": [ 513 | "def duplicated_letters(s):\n", 514 | " d = letter_frequency(s)\n", 515 | " return [c for c in d.keys() if d[c] > 1]\n", 516 | "print(duplicated_letters(\"Barack Obama\"))\n", 517 | "print(duplicated_letters(\"Utsav Awasthi\"))" 518 | ] 519 | }, 520 | { 521 | "cell_type": "markdown", 522 | "metadata": {}, 523 | "source": [ 524 | "Q12.a. Use for loop to print the follow pattern:
\n", 525 | "
\n", 562 | "
\n", 599 | "
\n", 636 | "
\n", 705 | ""
712 | ]
713 | }
714 | ],
715 | "metadata": {
716 | "kernelspec": {
717 | "display_name": "Python 3",
718 | "language": "python",
719 | "name": "python3"
720 | },
721 | "language_info": {
722 | "codemirror_mode": {
723 | "name": "ipython",
724 | "version": 3
725 | },
726 | "file_extension": ".py",
727 | "mimetype": "text/x-python",
728 | "name": "python",
729 | "nbconvert_exporter": "python",
730 | "pygments_lexer": "ipython3",
731 | "version": "3.7.3"
732 | }
733 | },
734 | "nbformat": 4,
735 | "nbformat_minor": 2
736 | }
737 |
--------------------------------------------------------------------------------
/Python for Data Analytics - Practice Problems 2.ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "cells": [
3 | {
4 | "cell_type": "markdown",
5 | "metadata": {},
6 | "source": [
7 | "Author : UTSAV AWASTHI
\n", 8 | "About Me: http://iamawesome.com/
\n", 9 | "Subscribe to my YouTube channel here
\n", 10 | "For serious conversations related to career and jobs, follow me on LinkedIn
\n", 11 | "For low-effort dank memes and one-liners, follow me on Twitter" 12 | ] 13 | }, 14 | { 15 | "cell_type": "markdown", 16 | "metadata": {}, 17 | "source": [ 18 | "\n",
22 | "
\n", 58 | "list_sum([1,2,3,4]) should give 10
\n", 59 | "list_sum([1,2,3,4,5]) should give 15" 60 | ] 61 | }, 62 | { 63 | "cell_type": "code", 64 | "execution_count": null, 65 | "metadata": {}, 66 | "outputs": [], 67 | "source": [] 68 | }, 69 | { 70 | "cell_type": "markdown", 71 | "metadata": {}, 72 | "source": [ 73 | "Q2. Write a function 'list_extremes(lst, option)' to get maximum or minimum element of a given list depending on what user wants e.g.
\n", 74 | "list_extremes([4,5,3,7,1], 'min') should give 1
\n", 75 | "list_extremes([4,5,3,7,1], 'max') should give 7" 76 | ] 77 | }, 78 | { 79 | "cell_type": "code", 80 | "execution_count": null, 81 | "metadata": {}, 82 | "outputs": [], 83 | "source": [] 84 | }, 85 | { 86 | "cell_type": "markdown", 87 | "metadata": {}, 88 | "source": [ 89 | "Q2.a. Can you also find top N largest and smallest elements from a list e.g.
\n", 90 | "list_extremes([4,5,3,7,1,2,8,9,6], 'min', 3) = [1,2,3]
\n", 91 | "list_extremes([4,5,3,7,1,2,8,9,6], 'max', 4) = [6,7,8,9] = 42\n" 92 | ] 93 | }, 94 | { 95 | "cell_type": "code", 96 | "execution_count": null, 97 | "metadata": {}, 98 | "outputs": [], 99 | "source": [] 100 | }, 101 | { 102 | "cell_type": "markdown", 103 | "metadata": {}, 104 | "source": [ 105 | "Q3. Write a function 'list_mean(lst)' to find mean or average of elements of a given list e.g.
\n", 106 | "list_mean([1,2,3,4]) should give 2.5
\n", 107 | "list_mean([1,2,3,4,5]) should give 3
" 108 | ] 109 | }, 110 | { 111 | "cell_type": "code", 112 | "execution_count": null, 113 | "metadata": {}, 114 | "outputs": [], 115 | "source": [] 116 | }, 117 | { 118 | "cell_type": "markdown", 119 | "metadata": {}, 120 | "source": [ 121 | "Q4. Write a function 'factorial(n)' to find factorial of a given positive number using (a) for loop (b) while loop e.g.
\n", 122 | "factorial(5) = 5x4x3x2x1 = 120
\n", 123 | "factorial(6) = 6x5x4x3x2x1 = 720" 124 | ] 125 | }, 126 | { 127 | "cell_type": "code", 128 | "execution_count": null, 129 | "metadata": {}, 130 | "outputs": [], 131 | "source": [] 132 | }, 133 | { 134 | "cell_type": "markdown", 135 | "metadata": {}, 136 | "source": [ 137 | "Q5. Write a function 'multiples(lst, start, end)' to find the sum of all numbers between 'start' and 'end'(both included) which are multiple of ANY of the numbers inside the list 'lst' e.g.
\n", 138 | "multiples([2,3], 0, 10) = 2+3+4+6+8+9+10 = 42
\n", 139 | "multiples([7,5], 10, 40) = 14+15+20+21+25+28+30+35+40 = 238" 140 | ] 141 | }, 142 | { 143 | "cell_type": "code", 144 | "execution_count": null, 145 | "metadata": {}, 146 | "outputs": [], 147 | "source": [] 148 | }, 149 | { 150 | "cell_type": "markdown", 151 | "metadata": {}, 152 | "source": [ 153 | "Q6. Write a function 'is_prime(n)' to find if a given number is prime or not e.g.
\n", 154 | "is_prime(23) = True
\n", 155 | "is_prime(100) = False
\n", 156 | "Find the sum of prime numbers between 1 and 1000." 157 | ] 158 | }, 159 | { 160 | "cell_type": "code", 161 | "execution_count": null, 162 | "metadata": {}, 163 | "outputs": [], 164 | "source": [] 165 | }, 166 | { 167 | "cell_type": "markdown", 168 | "metadata": {}, 169 | "source": [ 170 | "Q7. Fibonacci series starts with two numbers 0 and 1 and each subsequent number is a sum of previous two numbers. Write a function 'fibonacci(n)' to print first 'n' fibonacci numbers e.g.
\n", 171 | "fibonacci(5) = 0,1,1,2,3
\n", 172 | "fibonacci(11) = 0,1,1,2,3,5,8,13,21,34,55" 173 | ] 174 | }, 175 | { 176 | "cell_type": "code", 177 | "execution_count": null, 178 | "metadata": {}, 179 | "outputs": [], 180 | "source": [] 181 | }, 182 | { 183 | "cell_type": "markdown", 184 | "metadata": {}, 185 | "source": [ 186 | "Q8.Write a function 'ssq(n)' to get the sum of squares of first n natural numbers e.g.
\n", 187 | "ssq(3) = 1^2 + 2^2 + 3^2 = 1+4+9 = 14
\n", 188 | "ssq(5) = 1^2 + 2^2 + 3^2 + 4^2 + 5^2= 1+4+9+16+25 = 55" 189 | ] 190 | }, 191 | { 192 | "cell_type": "code", 193 | "execution_count": null, 194 | "metadata": {}, 195 | "outputs": [], 196 | "source": [] 197 | }, 198 | { 199 | "cell_type": "markdown", 200 | "metadata": {}, 201 | "source": [ 202 | "Q9. Similar to Q8 above, write a function 'sum_of_mth_power(n,m)' to find sum of mth power of first n natural numbers e.g.
\n", 203 | "sum_of_mth_power(5,2) = 1^2 + 2^2 + 3^2 + 4^2 + 5^2= 1+4+9+16+25 = 55
\n", 204 | "sum_of_mth_power(5,3) = 1^3 + 2^3 + 3^3 + 4^3 + 5^3= 1+8+27+64+125 = 225" 205 | ] 206 | }, 207 | { 208 | "cell_type": "code", 209 | "execution_count": null, 210 | "metadata": {}, 211 | "outputs": [], 212 | "source": [] 213 | }, 214 | { 215 | "cell_type": "markdown", 216 | "metadata": {}, 217 | "source": [ 218 | "Q10. Write a function vowel_consonent_count(s) to count how many vowels and consonents are there in the string 's' e.g.
\n", 219 | "vowel_consonent_count(\"Hello World!\") = [3, 7]
\n", 220 | "vowel_consonent_count(\"Barack Obama\") = [5, 6]" 221 | ] 222 | }, 223 | { 224 | "cell_type": "code", 225 | "execution_count": null, 226 | "metadata": {}, 227 | "outputs": [], 228 | "source": [] 229 | }, 230 | { 231 | "cell_type": "markdown", 232 | "metadata": {}, 233 | "source": [ 234 | "Q11. Write a function letter_frequency(s) to store frequency of each letter in the string 's' with keys are distinct letters in the string and values as the count of occurence of each letter. Treat lowercase and uppercase as same i.e. a and A should be counted as same e.g.
\n", 235 | "letter_frequency(\"Barack Obama\") = {'b':2, 'a':4, 'r':1, 'c':1, 'k':1, ' ':1,'o':1, 'm':1}" 236 | ] 237 | }, 238 | { 239 | "cell_type": "code", 240 | "execution_count": null, 241 | "metadata": {}, 242 | "outputs": [], 243 | "source": [] 244 | }, 245 | { 246 | "cell_type": "markdown", 247 | "metadata": {}, 248 | "source": [ 249 | "Q11.b. Using the function letter_frequency(s), can you print the letters which occur multiple times in string 's'. Call this function duplicated_letters(s) e.g.
\n", 250 | "duplicated_letters(\"Barack Obama\") = ['b', 'a']
\n", 251 | "duplicated_letters(\"Utsav Awasthi\") = ['t', 's', 'a']
" 252 | ] 253 | }, 254 | { 255 | "cell_type": "code", 256 | "execution_count": null, 257 | "metadata": {}, 258 | "outputs": [], 259 | "source": [] 260 | }, 261 | { 262 | "cell_type": "markdown", 263 | "metadata": {}, 264 | "source": [ 265 | "Q12.a. Use for loop to print the follow pattern:
\n", 266 | "
\n", 287 | "
\n", 308 | "
\n", 329 | "
\n", 357 | ""
364 | ]
365 | }
366 | ],
367 | "metadata": {
368 | "kernelspec": {
369 | "display_name": "Python 3",
370 | "language": "python",
371 | "name": "python3"
372 | },
373 | "language_info": {
374 | "codemirror_mode": {
375 | "name": "ipython",
376 | "version": 3
377 | },
378 | "file_extension": ".py",
379 | "mimetype": "text/x-python",
380 | "name": "python",
381 | "nbconvert_exporter": "python",
382 | "pygments_lexer": "ipython3",
383 | "version": "3.7.3"
384 | }
385 | },
386 | "nbformat": 4,
387 | "nbformat_minor": 2
388 | }
389 |
--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
1 | # Python-for-Data-Analytics
2 | This course will teach you only the relevant topics in Python for starting your career in Data Analytics.
3 |
4 | While the Jupyter Notebooks are self-sufficient, you can also follow the videos from this YouTube playlist for detailed explanations :
5 | https://www.youtube.com/watch?v=N57ge4aQEWg&list=PLMRyaG2HDIror0crIUNRATJQLUP-YIqdz
6 | There are also a bunch of tips and tricks sprinkled throughout the videos on resume writing, solving case studies, interviews etc. The idea is to help you land a job in analytics and not just teach you Python.
7 |
8 | Subscribe to my YouTube Channel and help me fund education of underprivileged kids in India: https://www.youtube.com/c/UtsavAwasthiX/about
9 |
--------------------------------------------------------------------------------
/titanic.csv:
--------------------------------------------------------------------------------
1 | PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
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3 | 2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C
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6 | 5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S
7 | 6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q
8 | 7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S
9 | 8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S
10 | 9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S
11 | 10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C
12 | 11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S
13 | 12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S
14 | 13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S
15 | 14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S
16 | 15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S
17 | 16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S
18 | 17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q
19 | 18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S
20 | 19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S
21 | 20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C
22 | 21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S
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24 | 23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q
25 | 24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S
26 | 25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S
27 | 26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S
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29 | 28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S
30 | 29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q
31 | 30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S
32 | 31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C
33 | 32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C
34 | 33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q
35 | 34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S
36 | 35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C
37 | 36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S
38 | 37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C
39 | 38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S
40 | 39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S
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45 | 44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C
46 | 45,1,3,"Devaney, Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q
47 | 46,0,3,"Rogers, Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S
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51 | 50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S
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59 | 58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C
60 | 59,1,2,"West, Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S
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65 | 64,0,3,"Skoog, Master. Harald",male,4,3,2,347088,27.9,,S
66 | 65,0,1,"Stewart, Mr. Albert A",male,,0,0,PC 17605,27.7208,,C
67 | 66,1,3,"Moubarek, Master. Gerios",male,,1,1,2661,15.2458,,C
68 | 67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S
69 | 68,0,3,"Crease, Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S
70 | 69,1,3,"Andersson, Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S
71 | 70,0,3,"Kink, Mr. Vincenz",male,26,2,0,315151,8.6625,,S
72 | 71,0,2,"Jenkin, Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S
73 | 72,0,3,"Goodwin, Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S
74 | 73,0,2,"Hood, Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S
75 | 74,0,3,"Chronopoulos, Mr. Apostolos",male,26,1,0,2680,14.4542,,C
76 | 75,1,3,"Bing, Mr. Lee",male,32,0,0,1601,56.4958,,S
77 | 76,0,3,"Moen, Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S
78 | 77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S
79 | 78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S
80 | 79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29,,S
81 | 80,1,3,"Dowdell, Miss. Elizabeth",female,30,0,0,364516,12.475,,S
82 | 81,0,3,"Waelens, Mr. Achille",male,22,0,0,345767,9,,S
83 | 82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29,0,0,345779,9.5,,S
84 | 83,1,3,"McDermott, Miss. Brigdet Delia",female,,0,0,330932,7.7875,,Q
85 | 84,0,1,"Carrau, Mr. Francisco M",male,28,0,0,113059,47.1,,S
86 | 85,1,2,"Ilett, Miss. Bertha",female,17,0,0,SO/C 14885,10.5,,S
87 | 86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33,3,0,3101278,15.85,,S
88 | 87,0,3,"Ford, Mr. William Neal",male,16,1,3,W./C. 6608,34.375,,S
89 | 88,0,3,"Slocovski, Mr. Selman Francis",male,,0,0,SOTON/OQ 392086,8.05,,S
90 | 89,1,1,"Fortune, Miss. Mabel Helen",female,23,3,2,19950,263,C23 C25 C27,S
91 | 90,0,3,"Celotti, Mr. Francesco",male,24,0,0,343275,8.05,,S
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93 | 92,0,3,"Andreasson, Mr. Paul Edvin",male,20,0,0,347466,7.8542,,S
94 | 93,0,1,"Chaffee, Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S
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99 | 98,1,1,"Greenfield, Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C
100 | 99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34,0,1,231919,23,,S
101 | 100,0,2,"Kantor, Mr. Sinai",male,34,1,0,244367,26,,S
102 | 101,0,3,"Petranec, Miss. Matilda",female,28,0,0,349245,7.8958,,S
103 | 102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S
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105 | 104,0,3,"Johansson, Mr. Gustaf Joel",male,33,0,0,7540,8.6542,,S
106 | 105,0,3,"Gustafsson, Mr. Anders Vilhelm",male,37,2,0,3101276,7.925,,S
107 | 106,0,3,"Mionoff, Mr. Stoytcho",male,28,0,0,349207,7.8958,,S
108 | 107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21,0,0,343120,7.65,,S
109 | 108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S
110 | 109,0,3,"Rekic, Mr. Tido",male,38,0,0,349249,7.8958,,S
111 | 110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q
112 | 111,0,1,"Porter, Mr. Walter Chamberlain",male,47,0,0,110465,52,C110,S
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114 | 113,0,3,"Barton, Mr. David John",male,22,0,0,324669,8.05,,S
115 | 114,0,3,"Jussila, Miss. Katriina",female,20,1,0,4136,9.825,,S
116 | 115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,,C
117 | 116,0,3,"Pekoniemi, Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,,S
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121 | 120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,,S
122 | 121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S
123 | 122,0,3,"Moore, Mr. Leonard Charles",male,,0,0,A4. 54510,8.05,,S
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130 | 129,1,3,"Peter, Miss. Anna",female,,1,1,2668,22.3583,F E69,C
131 | 130,0,3,"Ekstrom, Mr. Johan",male,45,0,0,347061,6.975,,S
132 | 131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,,C
133 | 132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,,S
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135 | 134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26,,S
136 | 135,0,2,"Sobey, Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13,,S
137 | 136,0,2,"Richard, Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,,C
138 | 137,1,1,"Newsom, Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S
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140 | 139,0,3,"Osen, Mr. Olaf Elon",male,16,0,0,7534,9.2167,,S
141 | 140,0,1,"Giglio, Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C
142 | 141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,,0,2,2678,15.2458,,C
143 | 142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,,S
144 | 143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,,S
145 | 144,0,3,"Burke, Mr. Jeremiah",male,19,0,0,365222,6.75,,Q
146 | 145,0,2,"Andrew, Mr. Edgardo Samuel",male,18,0,0,231945,11.5,,S
147 | 146,0,2,"Nicholls, Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,,S
148 | 147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,,S
149 | 148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,,S
150 | 149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26,F2,S
151 | 150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42,0,0,244310,13,,S
152 | 151,0,2,"Bateman, Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,,S
153 | 152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S
154 | 153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S
155 | 154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S
156 | 155,0,3,"Olsen, Mr. Ole Martin",male,,0,0,Fa 265302,7.3125,,S
157 | 156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C
158 | 157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,,Q
159 | 158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S
160 | 159,0,3,"Smiljanic, Mr. Mile",male,,0,0,315037,8.6625,,S
161 | 160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S
162 | 161,0,3,"Cribb, Mr. John Hatfield",male,44,0,1,371362,16.1,,S
163 | 162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40,0,0,C.A. 33595,15.75,,S
164 | 163,0,3,"Bengtsson, Mr. John Viktor",male,26,0,0,347068,7.775,,S
165 | 164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,,S
166 | 165,0,3,"Panula, Master. Eino Viljami",male,1,4,1,3101295,39.6875,,S
167 | 166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9,0,2,363291,20.525,,S
168 | 167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,,0,1,113505,55,E33,S
169 | 168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45,1,4,347088,27.9,,S
170 | 169,0,1,"Baumann, Mr. John D",male,,0,0,PC 17318,25.925,,S
171 | 170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,,S
172 | 171,0,1,"Van der hoef, Mr. Wyckoff",male,61,0,0,111240,33.5,B19,S
173 | 172,0,3,"Rice, Master. Arthur",male,4,4,1,382652,29.125,,Q
174 | 173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,,S
175 | 174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,,S
176 | 175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C
177 | 176,0,3,"Klasen, Mr. Klas Albin",male,18,1,1,350404,7.8542,,S
178 | 177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S
179 | 178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C
180 | 179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13,,S
181 | 180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0,,S
182 | 181,0,3,"Sage, Miss. Constance Gladys",female,,8,2,CA. 2343,69.55,,S
183 | 182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C
184 | 183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,,S
185 | 184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39,F4,S
186 | 185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,,S
187 | 186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50,A32,S
188 | 187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,,1,0,370365,15.5,,Q
189 | 188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45,0,0,111428,26.55,,S
190 | 189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,,Q
191 | 190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,,S
192 | 191,1,2,"Pinsky, Mrs. (Rosa)",female,32,0,0,234604,13,,S
193 | 192,0,2,"Carbines, Mr. William",male,19,0,0,28424,13,,S
194 | 193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19,1,0,350046,7.8542,,S
195 | 194,1,2,"Navratil, Master. Michel M",male,3,1,1,230080,26,F2,S
196 | 195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44,0,0,PC 17610,27.7208,B4,C
197 | 196,1,1,"Lurette, Miss. Elise",female,58,0,0,PC 17569,146.5208,B80,C
198 | 197,0,3,"Mernagh, Mr. Robert",male,,0,0,368703,7.75,,Q
199 | 198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42,0,1,4579,8.4042,,S
200 | 199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q
201 | 200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13,,S
202 | 201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28,0,0,345770,9.5,,S
203 | 202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S
204 | 203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,,S
205 | 204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C
206 | 205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,,S
207 | 206,0,3,"Strom, Miss. Telma Matilda",female,2,0,1,347054,10.4625,G6,S
208 | 207,0,3,"Backstrom, Mr. Karl Alfred",male,32,1,0,3101278,15.85,,S
209 | 208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C
210 | 209,1,3,"Carr, Miss. Helen ""Ellen""",female,16,0,0,367231,7.75,,Q
211 | 210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C
212 | 211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,,S
213 | 212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21,,S
214 | 213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,,S
215 | 214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13,,S
216 | 215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q
217 | 216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C
218 | 217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,,S
219 | 218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27,,S
220 | 219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C
221 | 220,0,2,"Harris, Mr. Walter",male,30,0,0,W/C 14208,10.5,,S
222 | 221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,,S
223 | 222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13,,S
224 | 223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,,S
225 | 224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S
226 | 225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90,C93,S
227 | 226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,,S
228 | 227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,,S
229 | 228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S
230 | 229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13,,S
231 | 230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S
232 | 231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S
233 | 232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,,S
234 | 233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,,S
235 | 234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,,S
236 | 235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,,S
237 | 236,0,3,"Harknett, Miss. Alice Phoebe",female,,0,0,W./C. 6609,7.55,,S
238 | 237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S
239 | 238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,,S
240 | 239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,,S
241 | 240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,,S
242 | 241,0,3,"Zabour, Miss. Thamine",female,,1,0,2665,14.4542,,C
243 | 242,1,3,"Murphy, Miss. Katherine ""Kate""",female,,1,0,367230,15.5,,Q
244 | 243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,,S
245 | 244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,,S
246 | 245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,,C
247 | 246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90,C78,Q
248 | 247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,,S
249 | 248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,,S
250 | 249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S
251 | 250,0,2,"Carter, Rev. Ernest Courtenay",male,54,1,0,244252,26,,S
252 | 251,0,3,"Reed, Mr. James George",male,,0,0,362316,7.25,,S
253 | 252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S
254 | 253,0,1,"Stead, Mr. William Thomas",male,62,0,0,113514,26.55,C87,S
255 | 254,0,3,"Lobb, Mr. William Arthur",male,30,1,0,A/5. 3336,16.1,,S
256 | 255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,,S
257 | 256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,,C
258 | 257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C
259 | 258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S
260 | 259,1,1,"Ward, Miss. Anna",female,35,0,0,PC 17755,512.3292,,C
261 | 260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26,,S
262 | 261,0,3,"Smith, Mr. Thomas",male,,0,0,384461,7.75,,Q
263 | 262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,,S
264 | 263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S
265 | 264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0,B94,S
266 | 265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q
267 | 266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,,S
268 | 267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,,S
269 | 268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,,S
270 | 269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S
271 | 270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S
272 | 271,0,1,"Cairns, Mr. Alexander",male,,0,0,113798,31,,S
273 | 272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0,,S
274 | 273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,,S
275 | 274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C
276 | 275,1,3,"Healy, Miss. Hanora ""Nora""",female,,0,0,370375,7.75,,Q
277 | 276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S
278 | 277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45,0,0,347073,7.75,,S
279 | 278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0,,S
280 | 279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,,Q
281 | 280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,,S
282 | 281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q
283 | 282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S
284 | 283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S
285 | 284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S
286 | 285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S
287 | 286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C
288 | 287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S
289 | 288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S
290 | 289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S
291 | 290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q
292 | 291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S
293 | 292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C
294 | 293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C
295 | 294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,,S
296 | 295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S
297 | 296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C
298 | 297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C
299 | 298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S
300 | 299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S
301 | 300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C
302 | 301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q
303 | 302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
304 | 303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S
305 | 304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q
306 | 305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,,0,0,A/5 2466,8.05,,S
307 | 306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S
308 | 307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C
309 | 308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17,1,0,PC 17758,108.9,C65,C
310 | 309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24,,C
311 | 310,1,1,"Francatelli, Miss. Laura Mabel",female,30,0,0,PC 17485,56.9292,E36,C
312 | 311,1,1,"Hays, Miss. Margaret Bechstein",female,24,0,0,11767,83.1583,C54,C
313 | 312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C
314 | 313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S
315 | 314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S
316 | 315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S
317 | 316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S
318 | 317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S
319 | 318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S
320 | 319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S
321 | 320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C
322 | 321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,,S
323 | 322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S
324 | 323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q
325 | 324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S
326 | 325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S
327 | 326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C
328 | 327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,,S
329 | 328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13,D,S
330 | 329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S
331 | 330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C
332 | 331,1,3,"McCoy, Miss. Agnes",female,,2,0,367226,23.25,,Q
333 | 332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S
334 | 333,0,1,"Graham, Mr. George Edward",male,38,0,1,PC 17582,153.4625,C91,S
335 | 334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16,2,0,345764,18,,S
336 | 335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S
337 | 336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S
338 | 337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S
339 | 338,1,1,"Burns, Miss. Elizabeth Margaret",female,41,0,0,16966,134.5,E40,C
340 | 339,1,3,"Dahl, Mr. Karl Edwart",male,45,0,0,7598,8.05,,S
341 | 340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S
342 | 341,1,2,"Navratil, Master. Edmond Roger",male,2,1,1,230080,26,F2,S
343 | 342,1,1,"Fortune, Miss. Alice Elizabeth",female,24,3,2,19950,263,C23 C25 C27,S
344 | 343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13,,S
345 | 344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S
346 | 345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13,,S
347 | 346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13,F33,S
348 | 347,1,2,"Smith, Miss. Marion Elsie",female,40,0,0,31418,13,,S
349 | 348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S
350 | 349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,,S
351 | 350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S
352 | 351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S
353 | 352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S
354 | 353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C
355 | 354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S
356 | 355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C
357 | 356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S
358 | 357,1,1,"Bowerman, Miss. Elsie Edith",female,22,0,1,113505,55,E33,S
359 | 358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S
360 | 359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
361 | 360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
362 | 361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S
363 | 362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,,C
364 | 363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C
365 | 364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
366 | 365,0,3,"O'Brien, Mr. Thomas",male,,1,0,370365,15.5,,Q
367 | 366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S
368 | 367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C
369 | 368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,,0,0,2626,7.2292,,C
370 | 369,1,3,"Jermyn, Miss. Annie",female,,0,0,14313,7.75,,Q
371 | 370,1,1,"Aubart, Mme. Leontine Pauline",female,24,0,0,PC 17477,69.3,B35,C
372 | 371,1,1,"Harder, Mr. George Achilles",male,25,1,0,11765,55.4417,E50,C
373 | 372,0,3,"Wiklund, Mr. Jakob Alfred",male,18,1,0,3101267,6.4958,,S
374 | 373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S
375 | 374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,C
376 | 375,0,3,"Palsson, Miss. Stina Viola",female,3,3,1,349909,21.075,,S
377 | 376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,,1,0,PC 17604,82.1708,,C
378 | 377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,,S
379 | 378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C
380 | 379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C
381 | 380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S
382 | 381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C
383 | 382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C
384 | 383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S
385 | 384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35,1,0,113789,52,,S
386 | 385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S
387 | 386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S
388 | 387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S
389 | 388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S
390 | 389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q
391 | 390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C
392 | 391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120,B96 B98,S
393 | 392,1,3,"Jansson, Mr. Carl Olof",male,21,0,0,350034,7.7958,,S
394 | 393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S
395 | 394,1,1,"Newell, Miss. Marjorie",female,23,1,0,35273,113.275,D36,C
396 | 395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24,0,2,PP 9549,16.7,G6,S
397 | 396,0,3,"Johansson, Mr. Erik",male,22,0,0,350052,7.7958,,S
398 | 397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,,S
399 | 398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S
400 | 399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S
401 | 400,1,2,"Trout, Mrs. William H (Jessie L)",female,28,0,0,240929,12.65,,S
402 | 401,1,3,"Niskanen, Mr. Juha",male,39,0,0,STON/O 2. 3101289,7.925,,S
403 | 402,0,3,"Adams, Mr. John",male,26,0,0,341826,8.05,,S
404 | 403,0,3,"Jussila, Miss. Mari Aina",female,21,1,0,4137,9.825,,S
405 | 404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28,1,0,STON/O2. 3101279,15.85,,S
406 | 405,0,3,"Oreskovic, Miss. Marija",female,20,0,0,315096,8.6625,,S
407 | 406,0,2,"Gale, Mr. Shadrach",male,34,1,0,28664,21,,S
408 | 407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51,0,0,347064,7.75,,S
409 | 408,1,2,"Richards, Master. William Rowe",male,3,1,1,29106,18.75,,S
410 | 409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21,0,0,312992,7.775,,S
411 | 410,0,3,"Lefebre, Miss. Ida",female,,3,1,4133,25.4667,,S
412 | 411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S
413 | 412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q
414 | 413,1,1,"Minahan, Miss. Daisy E",female,33,1,0,19928,90,C78,Q
415 | 414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0,,S
416 | 415,1,3,"Sundman, Mr. Johan Julian",male,44,0,0,STON/O 2. 3101269,7.925,,S
417 | 416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,,0,0,343095,8.05,,S
418 | 417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34,1,1,28220,32.5,,S
419 | 418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13,,S
420 | 419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S
421 | 420,0,3,"Van Impe, Miss. Catharina",female,10,0,2,345773,24.15,,S
422 | 421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C
423 | 422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q
424 | 423,0,3,"Zimmerman, Mr. Leo",male,29,0,0,315082,7.875,,S
425 | 424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,,S
426 | 425,0,3,"Rosblom, Mr. Viktor Richard",male,18,1,1,370129,20.2125,,S
427 | 426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S
428 | 427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26,,S
429 | 428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S
430 | 429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q
431 | 430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S
432 | 431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28,0,0,110564,26.55,C52,S
433 | 432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,,1,0,376564,16.1,,S
434 | 433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26,,S
435 | 434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,,S
436 | 435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S
437 | 436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120,B96 B98,S
438 | 437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S
439 | 438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,,S
440 | 439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263,C23 C25 C27,S
441 | 440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,,S
442 | 441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,,S
443 | 442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,,S
444 | 443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,,S
445 | 444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13,,S
446 | 445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,,0,0,65306,8.1125,,S
447 | 446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S
448 | 447,1,2,"Mellinger, Miss. Madeleine Violet",female,13,0,1,250644,19.5,,S
449 | 448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,,S
450 | 449,1,3,"Baclini, Miss. Marie Catherine",female,5,2,1,2666,19.2583,,C
451 | 450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S
452 | 451,0,2,"West, Mr. Edwy Arthur",male,36,1,2,C.A. 34651,27.75,,S
453 | 452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S
454 | 453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C
455 | 454,1,1,"Goldenberg, Mr. Samuel L",male,49,1,0,17453,89.1042,C92,C
456 | 455,0,3,"Peduzzi, Mr. Joseph",male,,0,0,A/5 2817,8.05,,S
457 | 456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,,C
458 | 457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S
459 | 458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,,1,0,17464,51.8625,D21,S
460 | 459,1,2,"Toomey, Miss. Ellen",female,50,0,0,F.C.C. 13531,10.5,,S
461 | 460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q
462 | 461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S
463 | 462,0,3,"Morley, Mr. William",male,34,0,0,364506,8.05,,S
464 | 463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S
465 | 464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13,,S
466 | 465,0,3,"Maisner, Mr. Simon",male,,0,0,A/S 2816,8.05,,S
467 | 466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
468 | 467,0,2,"Campbell, Mr. William",male,,0,0,239853,0,,S
469 | 468,0,1,"Smart, Mr. John Montgomery",male,56,0,0,113792,26.55,,S
470 | 469,0,3,"Scanlan, Mr. James",male,,0,0,36209,7.725,,Q
471 | 470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C
472 | 471,0,3,"Keefe, Mr. Arthur",male,,0,0,323592,7.25,,S
473 | 472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,,S
474 | 473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33,1,2,C.A. 34651,27.75,,S
475 | 474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C
476 | 475,0,3,"Strandberg, Miss. Ida Sofia",female,22,0,0,7553,9.8375,,S
477 | 476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52,A14,S
478 | 477,0,2,"Renouf, Mr. Peter Henry",male,34,1,0,31027,21,,S
479 | 478,0,3,"Braund, Mr. Lewis Richard",male,29,1,0,3460,7.0458,,S
480 | 479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,,S
481 | 480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,,S
482 | 481,0,3,"Goodwin, Master. Harold Victor",male,9,5,2,CA 2144,46.9,,S
483 | 482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,,0,0,239854,0,,S
484 | 483,0,3,"Rouse, Mr. Richard Henry",male,50,0,0,A/5 3594,8.05,,S
485 | 484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,,S
486 | 485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C
487 | 486,0,3,"Lefebre, Miss. Jeannie",female,,3,1,4133,25.4667,,S
488 | 487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35,1,0,19943,90,C93,S
489 | 488,0,1,"Kent, Mr. Edward Austin",male,58,0,0,11771,29.7,B37,C
490 | 489,0,3,"Somerton, Mr. Francis William",male,30,0,0,A.5. 18509,8.05,,S
491 | 490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S
492 | 491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S
493 | 492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,,S
494 | 493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S
495 | 494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,,C
496 | 495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,,S
497 | 496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C
498 | 497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C
499 | 498,0,3,"Shellard, Mr. Frederick William",male,,0,0,C.A. 6212,15.1,,S
500 | 499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25,1,2,113781,151.55,C22 C26,S
501 | 500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,,S
502 | 501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S
503 | 502,0,3,"Canavan, Miss. Mary",female,21,0,0,364846,7.75,,Q
504 | 503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q
505 | 504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,,S
506 | 505,1,1,"Maioni, Miss. Roberta",female,16,0,0,110152,86.5,B79,S
507 | 506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18,1,0,PC 17758,108.9,C65,C
508 | 507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33,0,2,26360,26,,S
509 | 508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,,0,0,111427,26.55,,S
510 | 509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,,S
511 | 510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,,S
512 | 511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,,Q
513 | 512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S
514 | 513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S
515 | 514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54,1,0,PC 17603,59.4,,C
516 | 515,0,3,"Coleff, Mr. Satio",male,24,0,0,349209,7.4958,,S
517 | 516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S
518 | 517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34,0,0,C.A. 34260,10.5,F33,S
519 | 518,0,3,"Ryan, Mr. Patrick",male,,0,0,371110,24.15,,Q
520 | 519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S
521 | 520,0,3,"Pavlovic, Mr. Stefo",male,32,0,0,349242,7.8958,,S
522 | 521,1,1,"Perreault, Miss. Anne",female,30,0,0,12749,93.5,B73,S
523 | 522,0,3,"Vovk, Mr. Janko",male,22,0,0,349252,7.8958,,S
524 | 523,0,3,"Lahoud, Mr. Sarkis",male,,0,0,2624,7.225,,C
525 | 524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44,0,1,111361,57.9792,B18,C
526 | 525,0,3,"Kassem, Mr. Fared",male,,0,0,2700,7.2292,,C
527 | 526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q
528 | 527,1,2,"Ridsdale, Miss. Lucy",female,50,0,0,W./C. 14258,10.5,,S
529 | 528,0,1,"Farthing, Mr. John",male,,0,0,PC 17483,221.7792,C95,S
530 | 529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S
531 | 530,0,2,"Hocking, Mr. Richard George",male,23,2,1,29104,11.5,,S
532 | 531,1,2,"Quick, Miss. Phyllis May",female,2,1,1,26360,26,,S
533 | 532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C
534 | 533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C
535 | 534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C
536 | 535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,,S
537 | 536,1,2,"Hart, Miss. Eva Miriam",female,7,0,2,F.C.C. 13529,26.25,,S
538 | 537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S
539 | 538,1,1,"LeRoy, Miss. Bertha",female,30,0,0,PC 17761,106.425,,C
540 | 539,0,3,"Risien, Mr. Samuel Beard",male,,0,0,364498,14.5,,S
541 | 540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22,0,2,13568,49.5,B39,C
542 | 541,1,1,"Crosby, Miss. Harriet R",female,36,0,2,WE/P 5735,71,B22,S
543 | 542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9,4,2,347082,31.275,,S
544 | 543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S
545 | 544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S
546 | 545,0,1,"Douglas, Mr. Walter Donald",male,50,1,0,PC 17761,106.425,C86,C
547 | 546,0,1,"Nicholson, Mr. Arthur Ernest",male,64,0,0,693,26,,S
548 | 547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19,1,0,2908,26,,S
549 | 548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C
550 | 549,0,3,"Goldsmith, Mr. Frank John",male,33,1,1,363291,20.525,,S
551 | 550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S
552 | 551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C
553 | 552,0,2,"Sharp, Mr. Percival James R",male,27,0,0,244358,26,,S
554 | 553,0,3,"O'Brien, Mr. Timothy",male,,0,0,330979,7.8292,,Q
555 | 554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22,0,0,2620,7.225,,C
556 | 555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,,S
557 | 556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S
558 | 557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48,1,0,11755,39.6,A16,C
559 | 558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C
560 | 559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39,1,1,110413,79.65,E67,S
561 | 560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36,1,0,345572,17.4,,S
562 | 561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q
563 | 562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S
564 | 563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S
565 | 564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
566 | 565,0,3,"Meanwell, Miss. (Marion Ogden)",female,,0,0,SOTON/O.Q. 392087,8.05,,S
567 | 566,0,3,"Davies, Mr. Alfred J",male,24,2,0,A/4 48871,24.15,,S
568 | 567,0,3,"Stoytcheff, Mr. Ilia",male,19,0,0,349205,7.8958,,S
569 | 568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29,0,4,349909,21.075,,S
570 | 569,0,3,"Doharr, Mr. Tannous",male,,0,0,2686,7.2292,,C
571 | 570,1,3,"Jonsson, Mr. Carl",male,32,0,0,350417,7.8542,,S
572 | 571,1,2,"Harris, Mr. George",male,62,0,0,S.W./PP 752,10.5,,S
573 | 572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53,2,0,11769,51.4792,C101,S
574 | 573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36,0,0,PC 17474,26.3875,E25,S
575 | 574,1,3,"Kelly, Miss. Mary",female,,0,0,14312,7.75,,Q
576 | 575,0,3,"Rush, Mr. Alfred George John",male,16,0,0,A/4. 20589,8.05,,S
577 | 576,0,3,"Patchett, Mr. George",male,19,0,0,358585,14.5,,S
578 | 577,1,2,"Garside, Miss. Ethel",female,34,0,0,243880,13,,S
579 | 578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39,1,0,13507,55.9,E44,S
580 | 579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C
581 | 580,1,3,"Jussila, Mr. Eiriik",male,32,0,0,STON/O 2. 3101286,7.925,,S
582 | 581,1,2,"Christy, Miss. Julie Rachel",female,25,1,1,237789,30,,S
583 | 582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39,1,1,17421,110.8833,C68,C
584 | 583,0,2,"Downton, Mr. William James",male,54,0,0,28403,26,,S
585 | 584,0,1,"Ross, Mr. John Hugo",male,36,0,0,13049,40.125,A10,C
586 | 585,0,3,"Paulner, Mr. Uscher",male,,0,0,3411,8.7125,,C
587 | 586,1,1,"Taussig, Miss. Ruth",female,18,0,2,110413,79.65,E68,S
588 | 587,0,2,"Jarvis, Mr. John Denzil",male,47,0,0,237565,15,,S
589 | 588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60,1,1,13567,79.2,B41,C
590 | 589,0,3,"Gilinski, Mr. Eliezer",male,22,0,0,14973,8.05,,S
591 | 590,0,3,"Murdlin, Mr. Joseph",male,,0,0,A./5. 3235,8.05,,S
592 | 591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,,S
593 | 592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C
594 | 593,0,3,"Elsbury, Mr. William James",male,47,0,0,A/5 3902,7.25,,S
595 | 594,0,3,"Bourke, Miss. Mary",female,,0,2,364848,7.75,,Q
596 | 595,0,2,"Chapman, Mr. John Henry",male,37,1,0,SC/AH 29037,26,,S
597 | 596,0,3,"Van Impe, Mr. Jean Baptiste",male,36,1,1,345773,24.15,,S
598 | 597,1,2,"Leitch, Miss. Jessie Wills",female,,0,0,248727,33,,S
599 | 598,0,3,"Johnson, Mr. Alfred",male,49,0,0,LINE,0,,S
600 | 599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C
601 | 600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49,1,0,PC 17485,56.9292,A20,C
602 | 601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24,2,1,243847,27,,S
603 | 602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S
604 | 603,0,1,"Harrington, Mr. Charles H",male,,0,0,113796,42.4,,S
605 | 604,0,3,"Torber, Mr. Ernst William",male,44,0,0,364511,8.05,,S
606 | 605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35,0,0,111426,26.55,,C
607 | 606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36,1,0,349910,15.55,,S
608 | 607,0,3,"Karaic, Mr. Milan",male,30,0,0,349246,7.8958,,S
609 | 608,1,1,"Daniel, Mr. Robert Williams",male,27,0,0,113804,30.5,,S
610 | 609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22,1,2,SC/Paris 2123,41.5792,,C
611 | 610,1,1,"Shutes, Miss. Elizabeth W",female,40,0,0,PC 17582,153.4625,C125,S
612 | 611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39,1,5,347082,31.275,,S
613 | 612,0,3,"Jardin, Mr. Jose Neto",male,,0,0,SOTON/O.Q. 3101305,7.05,,S
614 | 613,1,3,"Murphy, Miss. Margaret Jane",female,,1,0,367230,15.5,,Q
615 | 614,0,3,"Horgan, Mr. John",male,,0,0,370377,7.75,,Q
616 | 615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,,S
617 | 616,1,2,"Herman, Miss. Alice",female,24,1,2,220845,65,,S
618 | 617,0,3,"Danbom, Mr. Ernst Gilbert",male,34,1,1,347080,14.4,,S
619 | 618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26,1,0,A/5. 3336,16.1,,S
620 | 619,1,2,"Becker, Miss. Marion Louise",female,4,2,1,230136,39,F4,S
621 | 620,0,2,"Gavey, Mr. Lawrence",male,26,0,0,31028,10.5,,S
622 | 621,0,3,"Yasbeck, Mr. Antoni",male,27,1,0,2659,14.4542,,C
623 | 622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42,1,0,11753,52.5542,D19,S
624 | 623,1,3,"Nakid, Mr. Sahid",male,20,1,1,2653,15.7417,,C
625 | 624,0,3,"Hansen, Mr. Henry Damsgaard",male,21,0,0,350029,7.8542,,S
626 | 625,0,3,"Bowen, Mr. David John ""Dai""",male,21,0,0,54636,16.1,,S
627 | 626,0,1,"Sutton, Mr. Frederick",male,61,0,0,36963,32.3208,D50,S
628 | 627,0,2,"Kirkland, Rev. Charles Leonard",male,57,0,0,219533,12.35,,Q
629 | 628,1,1,"Longley, Miss. Gretchen Fiske",female,21,0,0,13502,77.9583,D9,S
630 | 629,0,3,"Bostandyeff, Mr. Guentcho",male,26,0,0,349224,7.8958,,S
631 | 630,0,3,"O'Connell, Mr. Patrick D",male,,0,0,334912,7.7333,,Q
632 | 631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80,0,0,27042,30,A23,S
633 | 632,0,3,"Lundahl, Mr. Johan Svensson",male,51,0,0,347743,7.0542,,S
634 | 633,1,1,"Stahelin-Maeglin, Dr. Max",male,32,0,0,13214,30.5,B50,C
635 | 634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0,,S
636 | 635,0,3,"Skoog, Miss. Mabel",female,9,3,2,347088,27.9,,S
637 | 636,1,2,"Davis, Miss. Mary",female,28,0,0,237668,13,,S
638 | 637,0,3,"Leinonen, Mr. Antti Gustaf",male,32,0,0,STON/O 2. 3101292,7.925,,S
639 | 638,0,2,"Collyer, Mr. Harvey",male,31,1,1,C.A. 31921,26.25,,S
640 | 639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41,0,5,3101295,39.6875,,S
641 | 640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S
642 | 641,0,3,"Jensen, Mr. Hans Peder",male,20,0,0,350050,7.8542,,S
643 | 642,1,1,"Sagesser, Mlle. Emma",female,24,0,0,PC 17477,69.3,B35,C
644 | 643,0,3,"Skoog, Miss. Margit Elizabeth",female,2,3,2,347088,27.9,,S
645 | 644,1,3,"Foo, Mr. Choong",male,,0,0,1601,56.4958,,S
646 | 645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C
647 | 646,1,1,"Harper, Mr. Henry Sleeper",male,48,1,0,PC 17572,76.7292,D33,C
648 | 647,0,3,"Cor, Mr. Liudevit",male,19,0,0,349231,7.8958,,S
649 | 648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56,0,0,13213,35.5,A26,C
650 | 649,0,3,"Willey, Mr. Edward",male,,0,0,S.O./P.P. 751,7.55,,S
651 | 650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23,0,0,CA. 2314,7.55,,S
652 | 651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S
653 | 652,1,2,"Doling, Miss. Elsie",female,18,0,1,231919,23,,S
654 | 653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21,0,0,8475,8.4333,,S
655 | 654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,,0,0,330919,7.8292,,Q
656 | 655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18,0,0,365226,6.75,,Q
657 | 656,0,2,"Hickman, Mr. Leonard Mark",male,24,2,0,S.O.C. 14879,73.5,,S
658 | 657,0,3,"Radeff, Mr. Alexander",male,,0,0,349223,7.8958,,S
659 | 658,0,3,"Bourke, Mrs. John (Catherine)",female,32,1,1,364849,15.5,,Q
660 | 659,0,2,"Eitemiller, Mr. George Floyd",male,23,0,0,29751,13,,S
661 | 660,0,1,"Newell, Mr. Arthur Webster",male,58,0,2,35273,113.275,D48,C
662 | 661,1,1,"Frauenthal, Dr. Henry William",male,50,2,0,PC 17611,133.65,,S
663 | 662,0,3,"Badt, Mr. Mohamed",male,40,0,0,2623,7.225,,C
664 | 663,0,1,"Colley, Mr. Edward Pomeroy",male,47,0,0,5727,25.5875,E58,S
665 | 664,0,3,"Coleff, Mr. Peju",male,36,0,0,349210,7.4958,,S
666 | 665,1,3,"Lindqvist, Mr. Eino William",male,20,1,0,STON/O 2. 3101285,7.925,,S
667 | 666,0,2,"Hickman, Mr. Lewis",male,32,2,0,S.O.C. 14879,73.5,,S
668 | 667,0,2,"Butler, Mr. Reginald Fenton",male,25,0,0,234686,13,,S
669 | 668,0,3,"Rommetvedt, Mr. Knud Paust",male,,0,0,312993,7.775,,S
670 | 669,0,3,"Cook, Mr. Jacob",male,43,0,0,A/5 3536,8.05,,S
671 | 670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52,C126,S
672 | 671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40,1,1,29750,39,,S
673 | 672,0,1,"Davidson, Mr. Thornton",male,31,1,0,F.C. 12750,52,B71,S
674 | 673,0,2,"Mitchell, Mr. Henry Michael",male,70,0,0,C.A. 24580,10.5,,S
675 | 674,1,2,"Wilhelms, Mr. Charles",male,31,0,0,244270,13,,S
676 | 675,0,2,"Watson, Mr. Ennis Hastings",male,,0,0,239856,0,,S
677 | 676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18,0,0,349912,7.775,,S
678 | 677,0,3,"Sawyer, Mr. Frederick Charles",male,24.5,0,0,342826,8.05,,S
679 | 678,1,3,"Turja, Miss. Anna Sofia",female,18,0,0,4138,9.8417,,S
680 | 679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43,1,6,CA 2144,46.9,,S
681 | 680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36,0,1,PC 17755,512.3292,B51 B53 B55,C
682 | 681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q
683 | 682,1,1,"Hassab, Mr. Hammad",male,27,0,0,PC 17572,76.7292,D49,C
684 | 683,0,3,"Olsvigen, Mr. Thor Anderson",male,20,0,0,6563,9.225,,S
685 | 684,0,3,"Goodwin, Mr. Charles Edward",male,14,5,2,CA 2144,46.9,,S
686 | 685,0,2,"Brown, Mr. Thomas William Solomon",male,60,1,1,29750,39,,S
687 | 686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25,1,2,SC/Paris 2123,41.5792,,C
688 | 687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,,S
689 | 688,0,3,"Dakic, Mr. Branko",male,19,0,0,349228,10.1708,,S
690 | 689,0,3,"Fischer, Mr. Eberhard Thelander",male,18,0,0,350036,7.7958,,S
691 | 690,1,1,"Madill, Miss. Georgette Alexandra",female,15,0,1,24160,211.3375,B5,S
692 | 691,1,1,"Dick, Mr. Albert Adrian",male,31,1,0,17474,57,B20,S
693 | 692,1,3,"Karun, Miss. Manca",female,4,0,1,349256,13.4167,,C
694 | 693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S
695 | 694,0,3,"Saad, Mr. Khalil",male,25,0,0,2672,7.225,,C
696 | 695,0,1,"Weir, Col. John",male,60,0,0,113800,26.55,,S
697 | 696,0,2,"Chapman, Mr. Charles Henry",male,52,0,0,248731,13.5,,S
698 | 697,0,3,"Kelly, Mr. James",male,44,0,0,363592,8.05,,S
699 | 698,1,3,"Mullens, Miss. Katherine ""Katie""",female,,0,0,35852,7.7333,,Q
700 | 699,0,1,"Thayer, Mr. John Borland",male,49,1,1,17421,110.8833,C68,C
701 | 700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42,0,0,348121,7.65,F G63,S
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703 | 702,1,1,"Silverthorne, Mr. Spencer Victor",male,35,0,0,PC 17475,26.2875,E24,S
704 | 703,0,3,"Barbara, Miss. Saiide",female,18,0,1,2691,14.4542,,C
705 | 704,0,3,"Gallagher, Mr. Martin",male,25,0,0,36864,7.7417,,Q
706 | 705,0,3,"Hansen, Mr. Henrik Juul",male,26,1,0,350025,7.8542,,S
707 | 706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39,0,0,250655,26,,S
708 | 707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45,0,0,223596,13.5,,S
709 | 708,1,1,"Calderhead, Mr. Edward Pennington",male,42,0,0,PC 17476,26.2875,E24,S
710 | 709,1,1,"Cleaver, Miss. Alice",female,22,0,0,113781,151.55,,S
711 | 710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C
712 | 711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24,0,0,PC 17482,49.5042,C90,C
713 | 712,0,1,"Klaber, Mr. Herman",male,,0,0,113028,26.55,C124,S
714 | 713,1,1,"Taylor, Mr. Elmer Zebley",male,48,1,0,19996,52,C126,S
715 | 714,0,3,"Larsson, Mr. August Viktor",male,29,0,0,7545,9.4833,,S
716 | 715,0,2,"Greenberg, Mr. Samuel",male,52,0,0,250647,13,,S
717 | 716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19,0,0,348124,7.65,F G73,S
718 | 717,1,1,"Endres, Miss. Caroline Louise",female,38,0,0,PC 17757,227.525,C45,C
719 | 718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27,0,0,34218,10.5,E101,S
720 | 719,0,3,"McEvoy, Mr. Michael",male,,0,0,36568,15.5,,Q
721 | 720,0,3,"Johnson, Mr. Malkolm Joackim",male,33,0,0,347062,7.775,,S
722 | 721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6,0,1,248727,33,,S
723 | 722,0,3,"Jensen, Mr. Svend Lauritz",male,17,1,0,350048,7.0542,,S
724 | 723,0,2,"Gillespie, Mr. William Henry",male,34,0,0,12233,13,,S
725 | 724,0,2,"Hodges, Mr. Henry Price",male,50,0,0,250643,13,,S
726 | 725,1,1,"Chambers, Mr. Norman Campbell",male,27,1,0,113806,53.1,E8,S
727 | 726,0,3,"Oreskovic, Mr. Luka",male,20,0,0,315094,8.6625,,S
728 | 727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30,3,0,31027,21,,S
729 | 728,1,3,"Mannion, Miss. Margareth",female,,0,0,36866,7.7375,,Q
730 | 729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25,1,0,236853,26,,S
731 | 730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25,1,0,STON/O2. 3101271,7.925,,S
732 | 731,1,1,"Allen, Miss. Elisabeth Walton",female,29,0,0,24160,211.3375,B5,S
733 | 732,0,3,"Hassan, Mr. Houssein G N",male,11,0,0,2699,18.7875,,C
734 | 733,0,2,"Knight, Mr. Robert J",male,,0,0,239855,0,,S
735 | 734,0,2,"Berriman, Mr. William John",male,23,0,0,28425,13,,S
736 | 735,0,2,"Troupiansky, Mr. Moses Aaron",male,23,0,0,233639,13,,S
737 | 736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S
738 | 737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48,1,3,W./C. 6608,34.375,,S
739 | 738,1,1,"Lesurer, Mr. Gustave J",male,35,0,0,PC 17755,512.3292,B101,C
740 | 739,0,3,"Ivanoff, Mr. Kanio",male,,0,0,349201,7.8958,,S
741 | 740,0,3,"Nankoff, Mr. Minko",male,,0,0,349218,7.8958,,S
742 | 741,1,1,"Hawksford, Mr. Walter James",male,,0,0,16988,30,D45,S
743 | 742,0,1,"Cavendish, Mr. Tyrell William",male,36,1,0,19877,78.85,C46,S
744 | 743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C
745 | 744,0,3,"McNamee, Mr. Neal",male,24,1,0,376566,16.1,,S
746 | 745,1,3,"Stranden, Mr. Juho",male,31,0,0,STON/O 2. 3101288,7.925,,S
747 | 746,0,1,"Crosby, Capt. Edward Gifford",male,70,1,1,WE/P 5735,71,B22,S
748 | 747,0,3,"Abbott, Mr. Rossmore Edward",male,16,1,1,C.A. 2673,20.25,,S
749 | 748,1,2,"Sinkkonen, Miss. Anna",female,30,0,0,250648,13,,S
750 | 749,0,1,"Marvin, Mr. Daniel Warner",male,19,1,0,113773,53.1,D30,S
751 | 750,0,3,"Connaghton, Mr. Michael",male,31,0,0,335097,7.75,,Q
752 | 751,1,2,"Wells, Miss. Joan",female,4,1,1,29103,23,,S
753 | 752,1,3,"Moor, Master. Meier",male,6,0,1,392096,12.475,E121,S
754 | 753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33,0,0,345780,9.5,,S
755 | 754,0,3,"Jonkoff, Mr. Lalio",male,23,0,0,349204,7.8958,,S
756 | 755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48,1,2,220845,65,,S
757 | 756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S
758 | 757,0,3,"Carlsson, Mr. August Sigfrid",male,28,0,0,350042,7.7958,,S
759 | 758,0,2,"Bailey, Mr. Percy Andrew",male,18,0,0,29108,11.5,,S
760 | 759,0,3,"Theobald, Mr. Thomas Leonard",male,34,0,0,363294,8.05,,S
761 | 760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33,0,0,110152,86.5,B77,S
762 | 761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S
763 | 762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41,0,0,SOTON/O2 3101272,7.125,,S
764 | 763,1,3,"Barah, Mr. Hanna Assi",male,20,0,0,2663,7.2292,,C
765 | 764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36,1,2,113760,120,B96 B98,S
766 | 765,0,3,"Eklund, Mr. Hans Linus",male,16,0,0,347074,7.775,,S
767 | 766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51,1,0,13502,77.9583,D11,S
768 | 767,0,1,"Brewe, Dr. Arthur Jackson",male,,0,0,112379,39.6,,C
769 | 768,0,3,"Mangan, Miss. Mary",female,30.5,0,0,364850,7.75,,Q
770 | 769,0,3,"Moran, Mr. Daniel J",male,,1,0,371110,24.15,,Q
771 | 770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32,0,0,8471,8.3625,,S
772 | 771,0,3,"Lievens, Mr. Rene Aime",male,24,0,0,345781,9.5,,S
773 | 772,0,3,"Jensen, Mr. Niels Peder",male,48,0,0,350047,7.8542,,S
774 | 773,0,2,"Mack, Mrs. (Mary)",female,57,0,0,S.O./P.P. 3,10.5,E77,S
775 | 774,0,3,"Elias, Mr. Dibo",male,,0,0,2674,7.225,,C
776 | 775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54,1,3,29105,23,,S
777 | 776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18,0,0,347078,7.75,,S
778 | 777,0,3,"Tobin, Mr. Roger",male,,0,0,383121,7.75,F38,Q
779 | 778,1,3,"Emanuel, Miss. Virginia Ethel",female,5,0,0,364516,12.475,,S
780 | 779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q
781 | 780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43,0,1,24160,211.3375,B3,S
782 | 781,1,3,"Ayoub, Miss. Banoura",female,13,0,0,2687,7.2292,,C
783 | 782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57,B20,S
784 | 783,0,1,"Long, Mr. Milton Clyde",male,29,0,0,113501,30,D6,S
785 | 784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S
786 | 785,0,3,"Ali, Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,,S
787 | 786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,,S
788 | 787,1,3,"Sjoblom, Miss. Anna Sofia",female,18,0,0,3101265,7.4958,,S
789 | 788,0,3,"Rice, Master. George Hugh",male,8,4,1,382652,29.125,,Q
790 | 789,1,3,"Dean, Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,,S
791 | 790,0,1,"Guggenheim, Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C
792 | 791,0,3,"Keane, Mr. Andrew ""Andy""",male,,0,0,12460,7.75,,Q
793 | 792,0,2,"Gaskell, Mr. Alfred",male,16,0,0,239865,26,,S
794 | 793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S
795 | 794,0,1,"Hoyt, Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C
796 | 795,0,3,"Dantcheff, Mr. Ristiu",male,25,0,0,349203,7.8958,,S
797 | 796,0,2,"Otter, Mr. Richard",male,39,0,0,28213,13,,S
798 | 797,1,1,"Leader, Dr. Alice (Farnham)",female,49,0,0,17465,25.9292,D17,S
799 | 798,1,3,"Osman, Mrs. Mara",female,31,0,0,349244,8.6833,,S
800 | 799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30,0,0,2685,7.2292,,C
801 | 800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,,S
802 | 801,0,2,"Ponesell, Mr. Martin",male,34,0,0,250647,13,,S
803 | 802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,,S
804 | 803,1,1,"Carter, Master. William Thornton II",male,11,1,2,113760,120,B96 B98,S
805 | 804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C
806 | 805,1,3,"Hedman, Mr. Oskar Arvid",male,27,0,0,347089,6.975,,S
807 | 806,0,3,"Johansson, Mr. Karl Johan",male,31,0,0,347063,7.775,,S
808 | 807,0,1,"Andrews, Mr. Thomas Jr",male,39,0,0,112050,0,A36,S
809 | 808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S
810 | 809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13,,S
811 | 810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S
812 | 811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S
813 | 812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,,S
814 | 813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S
815 | 814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S
816 | 815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S
817 | 816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S
818 | 817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S
819 | 818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C
820 | 819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S
821 | 820,0,3,"Skoog, Master. Karl Thorsten",male,10,3,2,347088,27.9,,S
822 | 821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S
823 | 822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S
824 | 823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S
825 | 824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S
826 | 825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S
827 | 826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q
828 | 827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
829 | 828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C
830 | 829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
831 | 830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28,
832 | 831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C
833 | 832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S
834 | 833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C
835 | 834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S
836 | 835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S
837 | 836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C
838 | 837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S
839 | 838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S
840 | 839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S
841 | 840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C
842 | 841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S
843 | 842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S
844 | 843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C
845 | 844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C
846 | 845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S
847 | 846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S
848 | 847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S
849 | 848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C
850 | 849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S
851 | 850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C
852 | 851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S
853 | 852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S
854 | 853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C
855 | 854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S
856 | 855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S
857 | 856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S
858 | 857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S
859 | 858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S
860 | 859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C
861 | 860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C
862 | 861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,,S
863 | 862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,,S
864 | 863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S
865 | 864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,,8,2,CA. 2343,69.55,,S
866 | 865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13,,S
867 | 866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13,,S
868 | 867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C
869 | 868,0,1,"Roebling, Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S
870 | 869,0,3,"van Melkebeke, Mr. Philemon",male,,0,0,345777,9.5,,S
871 | 870,1,3,"Johnson, Master. Harold Theodor",male,4,1,1,347742,11.1333,,S
872 | 871,0,3,"Balkic, Mr. Cerin",male,26,0,0,349248,7.8958,,S
873 | 872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S
874 | 873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S
875 | 874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9,,S
876 | 875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24,,C
877 | 876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,,C
878 | 877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S
879 | 878,0,3,"Petroff, Mr. Nedelio",male,19,0,0,349212,7.8958,,S
880 | 879,0,3,"Laleff, Mr. Kristo",male,,0,0,349217,7.8958,,S
881 | 880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C
882 | 881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S
883 | 882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S
884 | 883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S
885 | 884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S
886 | 885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S
887 | 886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q
888 | 887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
889 | 888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S
890 | 889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
891 | 890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
892 | 891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q
893 |
--------------------------------------------------------------------------------
- \n",
122 | "
- Lists \n", 123 | "
- Tuples \n", 124 | "
- Dictionaries \n", 125 | "
- Sets \n", 126 | "
- Strings \n", 127 | "
\n", 198 | "
- \n",
199 | "
- [7,8,9,10] \n", 200 | "
- [1,2,3,4,5] \n", 201 | "
- [2,5,8] \n", 202 | "
- [10,9,8,7] \n", 203 | "
- [9,7,5] \n", 204 | "
\n", 219 | "
- \n",
220 | "
- 2 \n", 221 | "
- 4 \n", 222 | "
- 6 \n", 223 | "
- 9 \n", 224 | "
- 10 \n", 225 | "
\n", 240 | "
- \n",
241 | "
- print length of the list \n", 242 | "
- print max element inside the list i.e. 9 \n", 243 | "
- print min element inside the list i.e. 1 \n", 244 | "
- sort this list in ascending order and print [1,2,3,4,5,8,9] \n", 245 | "
- sort this list in descending order and print [9,8,5,4,3,2,1] \n", 246 | "
\n", 289 | " names = [\"Rahul\",\"Venkat\",\"Rahim\",\"Manpreet\"]
\n", 290 | " PCM_marks = [[100, 94, 96],[95, 98, 90],[99, 84, 93],[89, 97, 92]]
\n", 291 | "Convert these two lists into a dictionary with \"names\" as keys and \"PCM_marks\" as values(PCM = Physics, Chemistry, Maths)" 292 | ] 293 | }, 294 | { 295 | "cell_type": "code", 296 | "execution_count": null, 297 | "metadata": {}, 298 | "outputs": [], 299 | "source": [] 300 | }, 301 | { 302 | "cell_type": "markdown", 303 | "metadata": {}, 304 | "source": [ 305 | "Q15. Change marks obtained by \"Manpreet\" to [88, 98, 93]. Print the dictionary" 306 | ] 307 | }, 308 | { 309 | "cell_type": "code", 310 | "execution_count": null, 311 | "metadata": {}, 312 | "outputs": [], 313 | "source": [] 314 | }, 315 | { 316 | "cell_type": "markdown", 317 | "metadata": {}, 318 | "source": [ 319 | "Q16. Change marks obtained by \"Rahim\" in Physics from 99 to 97. Print the dictionary" 320 | ] 321 | }, 322 | { 323 | "cell_type": "code", 324 | "execution_count": null, 325 | "metadata": {}, 326 | "outputs": [], 327 | "source": [] 328 | }, 329 | { 330 | "cell_type": "markdown", 331 | "metadata": {}, 332 | "source": [ 333 | "Q17. Everyone - Rahul, Venkat, Rahim and Manpreet - obtained 100 marks in Physical Education. Add this to everyone's list for marks obtained e.g. for Rahul the dictionary will show [100,94,96,100] as marks obtained. Print the dictionary" 334 | ] 335 | }, 336 | { 337 | "cell_type": "code", 338 | "execution_count": null, 339 | "metadata": {}, 340 | "outputs": [], 341 | "source": [] 342 | }, 343 | { 344 | "cell_type": "markdown", 345 | "metadata": {}, 346 | "source": [ 347 | "Q18. Print marks obtained by every student. Who got the highest marks?" 348 | ] 349 | }, 350 | { 351 | "cell_type": "code", 352 | "execution_count": null, 353 | "metadata": {}, 354 | "outputs": [], 355 | "source": [] 356 | }, 357 | { 358 | "cell_type": "markdown", 359 | "metadata": {}, 360 | "source": [ 361 | "" 362 | ] 363 | }, 364 | { 365 | "cell_type": "markdown", 366 | "metadata": {}, 367 | "source": [ 368 | "Q19. Create a list e = [1,2,2,3,5,6,7,7]. Remove duplicate elements from this list and print the output list\n", 369 | "
\n",
370 | "Click here for hint\n",
371 | "
\n",
372 | "\n",
373 | "You can first convert \"e\" to a set using set() function and then back to list using list() function\n",
374 | "
"
375 | ]
376 | },
377 | {
378 | "cell_type": "code",
379 | "execution_count": null,
380 | "metadata": {},
381 | "outputs": [],
382 | "source": []
383 | },
384 | {
385 | "cell_type": "markdown",
386 | "metadata": {},
387 | "source": [
388 | "Q20. You are given two Python lists [1,2,3,4] and [4,5,6,7]. Print the common elements in the two lists using sets\n",
389 | "\n",
390 | "Click here for hint\n",
391 | "
\n",
392 | "\n",
393 | "Google to find the set method which gives you the intersection of two sets\n",
394 | "
"
395 | ]
396 | },
397 | {
398 | "cell_type": "code",
399 | "execution_count": null,
400 | "metadata": {},
401 | "outputs": [],
402 | "source": []
403 | },
404 | {
405 | "cell_type": "markdown",
406 | "metadata": {},
407 | "source": [
408 | ""
409 | ]
410 | },
411 | {
412 | "cell_type": "markdown",
413 | "metadata": {},
414 | "source": [
415 | "Q21. Create a string s = \"Python is Magic!\". Using this string, write a code to print following:\n", 416 | "
- \n",
417 | "
- hon i \n", 418 | "
- i noh \n", 419 | "
- !cigaM \n", 420 | "
- reverse the string \"s\" \n", 421 | "
\n", 436 | "
- \n",
437 | "
- Convert \"s\" to lowercase and print it \n", 438 | "
- Convert \"s\" to uppercase and print it \n", 439 | "
- Find at which location/index \"M\" occurs \n", 440 | "
- Find at which location/index \"th\" occurs \n", 441 | "
- Check if \"s\" only has alphabets \n", 442 | "
- Replace \"Magic\" with \"Best\" \n", 443 | "
- Split \"s\" into a list [\"Python\", \"is\", \"Magic!\"] \n", 444 | "
\n", 459 | "
\n",
460 | " Pass on what you have learned
\n", 461 | "
\n",
462 | "\n", 461 | "
\n",
463 | " \"
\n", 464 | "
\n",
465 | "\n", 464 | "
"
466 | ]
467 | }
468 | ],
469 | "metadata": {
470 | "kernelspec": {
471 | "display_name": "Python 3",
472 | "language": "python",
473 | "name": "python3"
474 | },
475 | "language_info": {
476 | "codemirror_mode": {
477 | "name": "ipython",
478 | "version": 3
479 | },
480 | "file_extension": ".py",
481 | "mimetype": "text/x-python",
482 | "name": "python",
483 | "nbconvert_exporter": "python",
484 | "pygments_lexer": "ipython3",
485 | "version": "3.7.3"
486 | }
487 | },
488 | "nbformat": 4,
489 | "nbformat_minor": 2
490 | }
491 |
--------------------------------------------------------------------------------
/Python for Data Analytics - Practice Problems 2(Solved).ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "cells": [
3 | {
4 | "cell_type": "markdown",
5 | "metadata": {},
6 | "source": [
7 | "Author : UTSAV AWASTHI\n", 8 | "About Me: http://iamawesome.com/
\n", 9 | "Subscribe to my YouTube channel here
\n", 10 | "For serious conversations related to career and jobs, follow me on LinkedIn
\n", 11 | "For low-effort dank memes and one-liners, follow me on Twitter" 12 | ] 13 | }, 14 | { 15 | "cell_type": "markdown", 16 | "metadata": {}, 17 | "source": [ 18 | "
\n",
19 | " // ज्ञानं परमं बलम् //
\n", 20 | "
\n",
21 | "\n", 20 | "
\n",
22 | " PYTHON PROGRAMMING LANGUAGE
\n",
23 | "\n",
24 | " TABLE OF CONTENTS
\n",
25 | "- \n",
26 | "
- Control Flow and Loops \n", 27 | "
- if-elif-else \n", 29 | "
- 'for' loop \n", 30 | "
- 'while' loop \n", 31 | "
- Functions \n", 33 | "
- \n",
28 | "
- \n",
42 | "
- Thoroughly understand what is going to be the input and output of the function \n", 43 | "
- Assume some random value of each of the inputs and create variables for the same \n", 44 | "
- Think about how you as a human will get to the output. List down the steps you will have to follow. This will help you break down the requirement into smaller components \n", 45 | "
- Write code for each of the components or steps. Try to use inbuilt or module based pre-defined functions. Remember to keep things as simple as possible \n", 46 | "
- Verify you are getting the correct output using the random inputs you assumed in step 2 \n", 47 | "
- If the output is correct, convert the code into a function \n", 48 | "
- Do test your function with new values of all the parameters \n", 49 | "
\n", 58 | "list_sum([1,2,3,4]) should give 10
\n", 59 | "list_sum([1,2,3,4,5]) should give 15" 60 | ] 61 | }, 62 | { 63 | "cell_type": "code", 64 | "execution_count": 1, 65 | "metadata": {}, 66 | "outputs": [ 67 | { 68 | "name": "stdout", 69 | "output_type": "stream", 70 | "text": [ 71 | "10\n", 72 | "15\n" 73 | ] 74 | } 75 | ], 76 | "source": [ 77 | "def list_sum(a):\n", 78 | " b = 0 \n", 79 | " for i in a:\n", 80 | " b = b+i\n", 81 | " return b\n", 82 | "print(list_sum([1,2,3,4]))\n", 83 | "print(list_sum([1,2,3,4,5]))" 84 | ] 85 | }, 86 | { 87 | "cell_type": "markdown", 88 | "metadata": {}, 89 | "source": [ 90 | "Q2. Write a function 'list_extremes(lst, option)' to get maximum or minimum element of a given list depending on what user wants e.g.
\n", 91 | "list_extremes([4,5,3,7,1], 'min') should give 1
\n", 92 | "list_extremes([4,5,3,7,1], 'max') should give 7" 93 | ] 94 | }, 95 | { 96 | "cell_type": "code", 97 | "execution_count": 2, 98 | "metadata": {}, 99 | "outputs": [ 100 | { 101 | "name": "stdout", 102 | "output_type": "stream", 103 | "text": [ 104 | "1\n", 105 | "7\n" 106 | ] 107 | } 108 | ], 109 | "source": [ 110 | "def list_extremes(a, option):\n", 111 | " b = a[0]\n", 112 | " for i in a:\n", 113 | " if option == 'max':\n", 114 | " if b
\n", 134 | "list_extremes([4,5,3,7,1,2,8,9,6], 'min', 3) = [1,2,3]
\n", 135 | "list_extremes([4,5,3,7,1,2,8,9,6], 'max', 4) = [6,7,8,9] = 42\n" 136 | ] 137 | }, 138 | { 139 | "cell_type": "code", 140 | "execution_count": 3, 141 | "metadata": {}, 142 | "outputs": [ 143 | { 144 | "name": "stdout", 145 | "output_type": "stream", 146 | "text": [ 147 | "[1, 2, 3]\n", 148 | "[9, 8, 7, 6]\n" 149 | ] 150 | } 151 | ], 152 | "source": [ 153 | "def list_extremes(lst, option, n):\n", 154 | " if option == 'min':\n", 155 | " lst.sort(reverse = False)\n", 156 | " if option == 'max':\n", 157 | " lst.sort(reverse = True)\n", 158 | " return lst[0:n]\n", 159 | " \n", 160 | "print(list_extremes([4,5,3,7,1,2,8,9,6], 'min', 3))\n", 161 | "print(list_extremes([4,5,3,7,1,2,8,9,6], 'max', 4))" 162 | ] 163 | }, 164 | { 165 | "cell_type": "markdown", 166 | "metadata": {}, 167 | "source": [ 168 | "Q3. Write a function 'list_mean(lst)' to find mean or average of elements of a given list e.g.
\n", 169 | "list_mean([1,2,3,4]) should give 2.5
\n", 170 | "list_mean([1,2,3,4,5]) should give 3
" 171 | ] 172 | }, 173 | { 174 | "cell_type": "code", 175 | "execution_count": 4, 176 | "metadata": {}, 177 | "outputs": [ 178 | { 179 | "name": "stdout", 180 | "output_type": "stream", 181 | "text": [ 182 | "2.5\n", 183 | "3.0\n" 184 | ] 185 | } 186 | ], 187 | "source": [ 188 | "def list_mean(lst):\n", 189 | " return list_sum(lst)/len(lst)\n", 190 | "print(list_mean([1,2,3,4]))\n", 191 | "print(list_mean([1,2,3,4,5]))" 192 | ] 193 | }, 194 | { 195 | "cell_type": "markdown", 196 | "metadata": {}, 197 | "source": [ 198 | "Q4. Write a function 'factorial(n)' to find factorial of a given positive number using (a) for loop (b) while loop e.g.
\n", 199 | "factorial(5) = 5x4x3x2x1 = 120
\n", 200 | "factorial(6) = 6x5x4x3x2x1 = 720" 201 | ] 202 | }, 203 | { 204 | "cell_type": "code", 205 | "execution_count": 5, 206 | "metadata": {}, 207 | "outputs": [ 208 | { 209 | "name": "stdout", 210 | "output_type": "stream", 211 | "text": [ 212 | "120\n", 213 | "720\n" 214 | ] 215 | } 216 | ], 217 | "source": [ 218 | "def factorial(n):\n", 219 | " m = 1\n", 220 | " while n>1:\n", 221 | " m = m*n\n", 222 | " n = n-1\n", 223 | " return m\n", 224 | "print(factorial(5))\n", 225 | "print(factorial(6))" 226 | ] 227 | }, 228 | { 229 | "cell_type": "markdown", 230 | "metadata": {}, 231 | "source": [ 232 | "Q5. Write a function 'multiples(lst, start, end)' to find the sum of all numbers between 'start' and 'end'(both included) which are multiple of ANY of the numbers inside the list 'lst' e.g.
\n", 233 | "multiples([2,3], 0, 10) = 2+3+4+6+8+9+10 = 42
\n", 234 | "multiples([7,5], 10, 40) = 14+15+20+21+25+28+30+35+40 = 238" 235 | ] 236 | }, 237 | { 238 | "cell_type": "code", 239 | "execution_count": 6, 240 | "metadata": {}, 241 | "outputs": [ 242 | { 243 | "name": "stdout", 244 | "output_type": "stream", 245 | "text": [ 246 | "42\n", 247 | "238\n" 248 | ] 249 | } 250 | ], 251 | "source": [ 252 | "def multiples(lst,start,end):\n", 253 | " b = []\n", 254 | " for i in range(start,end+1):\n", 255 | " for j in lst:\n", 256 | " if i%j == 0:\n", 257 | " b.append(i)\n", 258 | " return sum(set(b))\n", 259 | "print(multiples([2,3], 0, 10))\n", 260 | "print(multiples([7,5], 10, 40))" 261 | ] 262 | }, 263 | { 264 | "cell_type": "markdown", 265 | "metadata": {}, 266 | "source": [ 267 | "Q6. Write a function 'is_prime(n)' to find if a given number is prime or not e.g.
\n", 268 | "is_prime(23) = True
\n", 269 | "is_prime(100) = False
\n", 270 | "Find the sum of prime numbers between 1 and 1000." 271 | ] 272 | }, 273 | { 274 | "cell_type": "code", 275 | "execution_count": 7, 276 | "metadata": {}, 277 | "outputs": [ 278 | { 279 | "data": { 280 | "text/plain": [ 281 | "(True, False)" 282 | ] 283 | }, 284 | "execution_count": 7, 285 | "metadata": {}, 286 | "output_type": "execute_result" 287 | } 288 | ], 289 | "source": [ 290 | "def is_prime(n):\n", 291 | " if n==1: return False\n", 292 | " for i in range(2,n):\n", 293 | " if n%i == 0:\n", 294 | " return False\n", 295 | " return True\n", 296 | "is_prime(23), is_prime(100)" 297 | ] 298 | }, 299 | { 300 | "cell_type": "code", 301 | "execution_count": 8, 302 | "metadata": {}, 303 | "outputs": [ 304 | { 305 | "data": { 306 | "text/plain": [ 307 | "76127" 308 | ] 309 | }, 310 | "execution_count": 8, 311 | "metadata": {}, 312 | "output_type": "execute_result" 313 | } 314 | ], 315 | "source": [ 316 | "sum([i for i in range(1,1001) if is_prime(i)==True])" 317 | ] 318 | }, 319 | { 320 | "cell_type": "markdown", 321 | "metadata": {}, 322 | "source": [ 323 | "Q7. Fibonacci series starts with two numbers 0 and 1 and each subsequent number is a sum of previous two numbers. Write a function 'fibonacci(n)' to print first 'n' fibonacci numbers e.g.
\n", 324 | "fibonacci(5) = 0,1,1,2,3
\n", 325 | "fibonacci(11) = 0,1,1,2,3,5,8,13,21,34,55" 326 | ] 327 | }, 328 | { 329 | "cell_type": "code", 330 | "execution_count": 9, 331 | "metadata": {}, 332 | "outputs": [ 333 | { 334 | "name": "stdout", 335 | "output_type": "stream", 336 | "text": [ 337 | "[0, 1, 1, 2, 3]\n", 338 | "[0, 1, 1, 2, 3, 5, 8, 13, 21, 34, 55]\n" 339 | ] 340 | } 341 | ], 342 | "source": [ 343 | "def fibonacci(n):\n", 344 | " fib = [0,1]\n", 345 | " for i in range(n-2):\n", 346 | " fib.append(fib[-2]+fib[-1])\n", 347 | " return fib\n", 348 | "print(fibonacci(5))\n", 349 | "print(fibonacci(11))" 350 | ] 351 | }, 352 | { 353 | "cell_type": "markdown", 354 | "metadata": {}, 355 | "source": [ 356 | "Q8.Write a function 'ssq(n)' to get the sum of squares of first n natural numbers e.g.
\n", 357 | "ssq(3) = 1^2 + 2^2 + 3^2 = 1+4+9 = 14
\n", 358 | "ssq(5) = 1^2 + 2^2 + 3^2 + 4^2 + 5^2= 1+4+9+16+25 = 55" 359 | ] 360 | }, 361 | { 362 | "cell_type": "code", 363 | "execution_count": 10, 364 | "metadata": {}, 365 | "outputs": [ 366 | { 367 | "name": "stdout", 368 | "output_type": "stream", 369 | "text": [ 370 | "14\n", 371 | "55\n" 372 | ] 373 | } 374 | ], 375 | "source": [ 376 | "def ssq(n):\n", 377 | " tot = 0\n", 378 | " for i in range(n):\n", 379 | " tot += (i+1)**2\n", 380 | " return tot\n", 381 | "print(ssq(3))\n", 382 | "print(ssq(5))" 383 | ] 384 | }, 385 | { 386 | "cell_type": "markdown", 387 | "metadata": {}, 388 | "source": [ 389 | "Q9. Similar to Q8 above, write a function 'sum_of_mth_power(n,m)' to find sum of mth power of first n natural numbers e.g.
\n", 390 | "sum_of_mth_power(5,2) = 1^2 + 2^2 + 3^2 + 4^2 + 5^2= 1+4+9+16+25 = 55
\n", 391 | "sum_of_mth_power(5,3) = 1^3 + 2^3 + 3^3 + 4^3 + 5^3= 1+8+27+64+125 = 225" 392 | ] 393 | }, 394 | { 395 | "cell_type": "code", 396 | "execution_count": 11, 397 | "metadata": {}, 398 | "outputs": [ 399 | { 400 | "name": "stdout", 401 | "output_type": "stream", 402 | "text": [ 403 | "55\n", 404 | "225\n" 405 | ] 406 | } 407 | ], 408 | "source": [ 409 | "def sum_of_mth_power(n,m):\n", 410 | " tot = 0\n", 411 | " for i in range(n):\n", 412 | " tot += (i+1)**m\n", 413 | " return tot\n", 414 | "print(sum_of_mth_power(5,2))\n", 415 | "print(sum_of_mth_power(5,3))" 416 | ] 417 | }, 418 | { 419 | "cell_type": "markdown", 420 | "metadata": {}, 421 | "source": [ 422 | "Q10. Write a function vowel_consonent_count(s) to count how many vowels and consonents are there in the string 's' e.g.
\n", 423 | "vowel_consonent_count(\"Hello World!\") = [3, 7]
\n", 424 | "vowel_consonent_count(\"Barack Obama\") = [5, 6]" 425 | ] 426 | }, 427 | { 428 | "cell_type": "code", 429 | "execution_count": 12, 430 | "metadata": {}, 431 | "outputs": [ 432 | { 433 | "name": "stdout", 434 | "output_type": "stream", 435 | "text": [ 436 | "[3, 7]\n", 437 | "[4, 7]\n" 438 | ] 439 | } 440 | ], 441 | "source": [ 442 | "def vowel_consonent_count(s):\n", 443 | " vowels = \"aeiou\"\n", 444 | " v_cnt = 0\n", 445 | " c_cnt = 0\n", 446 | " for c in s:\n", 447 | " if c.isalpha() and c in vowels:\n", 448 | " v_cnt += 1\n", 449 | " if c.isalpha() and c not in vowels:\n", 450 | " c_cnt += 1\n", 451 | " return [v_cnt, c_cnt]\n", 452 | "print(vowel_consonent_count(\"Hello World!\"))\n", 453 | "print(vowel_consonent_count(\"Barack Obama\") )" 454 | ] 455 | }, 456 | { 457 | "cell_type": "markdown", 458 | "metadata": {}, 459 | "source": [ 460 | "Q11. Write a function letter_frequency(s) to store frequency of each letter in the string 's' with keys are distinct letters in the string and values as the count of occurence of each letter. Treat lowercase and uppercase as same i.e. a and A should be counted as same e.g.
\n", 461 | "letter_frequency(\"Barack Obama\") = {'b':2, 'a':4, 'r':1, 'c':1, 'k':1, ' ':1,'o':1, 'm':1}" 462 | ] 463 | }, 464 | { 465 | "cell_type": "code", 466 | "execution_count": 13, 467 | "metadata": {}, 468 | "outputs": [ 469 | { 470 | "name": "stdout", 471 | "output_type": "stream", 472 | "text": [ 473 | "{'b': 2, 'a': 4, 'r': 1, 'c': 1, 'k': 1, ' ': 1, 'o': 1, 'm': 1}\n" 474 | ] 475 | } 476 | ], 477 | "source": [ 478 | "def letter_frequency(s):\n", 479 | " d = {}\n", 480 | " for c in s.lower():\n", 481 | " if c in d.keys():\n", 482 | " d[c] += 1\n", 483 | " else:\n", 484 | " d[c] = 1\n", 485 | " return d\n", 486 | "print(letter_frequency(\"Barack Obama\"))" 487 | ] 488 | }, 489 | { 490 | "cell_type": "markdown", 491 | "metadata": {}, 492 | "source": [ 493 | "Q11.b. Using the function letter_frequency(s), can you print the letters which occur multiple times in string 's'. Call this function duplicated_letters(s) e.g.
\n", 494 | "duplicated_letters(\"Barack Obama\") = ['b', 'a']
\n", 495 | "duplicated_letters(\"Utsav Awasthi\") = ['t', 's', 'a']
" 496 | ] 497 | }, 498 | { 499 | "cell_type": "code", 500 | "execution_count": 14, 501 | "metadata": {}, 502 | "outputs": [ 503 | { 504 | "name": "stdout", 505 | "output_type": "stream", 506 | "text": [ 507 | "['b', 'a']\n", 508 | "['t', 's', 'a']\n" 509 | ] 510 | } 511 | ], 512 | "source": [ 513 | "def duplicated_letters(s):\n", 514 | " d = letter_frequency(s)\n", 515 | " return [c for c in d.keys() if d[c] > 1]\n", 516 | "print(duplicated_letters(\"Barack Obama\"))\n", 517 | "print(duplicated_letters(\"Utsav Awasthi\"))" 518 | ] 519 | }, 520 | { 521 | "cell_type": "markdown", 522 | "metadata": {}, 523 | "source": [ 524 | "Q12.a. Use for loop to print the follow pattern:
\n", 525 | "
\n",
526 | "*
\n", 527 | "**
\n", 528 | "***
\n", 529 | "****
\n", 530 | "*****
\n", 531 | "
"
532 | ]
533 | },
534 | {
535 | "cell_type": "code",
536 | "execution_count": 15,
537 | "metadata": {},
538 | "outputs": [
539 | {
540 | "name": "stdout",
541 | "output_type": "stream",
542 | "text": [
543 | "* \n",
544 | "** \n",
545 | "*** \n",
546 | "**** \n",
547 | "*****\n"
548 | ]
549 | }
550 | ],
551 | "source": [
552 | "n = 5\n",
553 | "for i in range(n):\n",
554 | " print(\"*\"*(i+1) + \" \"*(n-i-1))"
555 | ]
556 | },
557 | {
558 | "cell_type": "markdown",
559 | "metadata": {},
560 | "source": [
561 | "Q12.b. Use for loop to print the follow pattern:\n", 527 | "**
\n", 528 | "***
\n", 529 | "****
\n", 530 | "*****
\n", 531 | "
\n", 562 | "
\n",
563 | "*****
\n", 564 | "****
\n", 565 | "***
\n", 566 | "**
\n", 567 | "*
\n", 568 | "
"
569 | ]
570 | },
571 | {
572 | "cell_type": "code",
573 | "execution_count": 16,
574 | "metadata": {},
575 | "outputs": [
576 | {
577 | "name": "stdout",
578 | "output_type": "stream",
579 | "text": [
580 | "***** \n",
581 | "**** \n",
582 | "*** \n",
583 | "** \n",
584 | "* \n"
585 | ]
586 | }
587 | ],
588 | "source": [
589 | "n = 5\n",
590 | "for i in range(n):\n",
591 | " print(\"*\"*(n-i) + \" \"*(i+1))"
592 | ]
593 | },
594 | {
595 | "cell_type": "markdown",
596 | "metadata": {},
597 | "source": [
598 | "Q12.c. Use for loop to print the follow pattern:\n", 564 | "****
\n", 565 | "***
\n", 566 | "**
\n", 567 | "*
\n", 568 | "
\n", 599 | "
\n",
600 | "*****
\n", 601 | " ****
\n", 602 | " ***
\n", 603 | " **
\n", 604 | " *
\n", 605 | "
"
606 | ]
607 | },
608 | {
609 | "cell_type": "code",
610 | "execution_count": 17,
611 | "metadata": {},
612 | "outputs": [
613 | {
614 | "name": "stdout",
615 | "output_type": "stream",
616 | "text": [
617 | " *****\n",
618 | " ****\n",
619 | " ***\n",
620 | " **\n",
621 | " *\n"
622 | ]
623 | }
624 | ],
625 | "source": [
626 | "n = 5\n",
627 | "for i in range(n):\n",
628 | " print(\" \"*(i+1) + \"*\"*(n-i))"
629 | ]
630 | },
631 | {
632 | "cell_type": "markdown",
633 | "metadata": {},
634 | "source": [
635 | "Q12.d. Use for loop to print the follow pattern:\n", 601 | " ****
\n", 602 | " ***
\n", 603 | " **
\n", 604 | " *
\n", 605 | "
\n", 636 | "
\n",
637 | " *
\n", 638 | " **
\n", 639 | " ***
\n", 640 | " ****
\n", 641 | "*****
\n", 642 | "
"
643 | ]
644 | },
645 | {
646 | "cell_type": "code",
647 | "execution_count": 18,
648 | "metadata": {},
649 | "outputs": [
650 | {
651 | "name": "stdout",
652 | "output_type": "stream",
653 | "text": [
654 | " *\n",
655 | " **\n",
656 | " ***\n",
657 | " ****\n",
658 | "*****\n"
659 | ]
660 | }
661 | ],
662 | "source": [
663 | "n = 5\n",
664 | "for i in range(n):\n",
665 | " print(\" \"*(n-i-1) + \"*\"*(i+1))"
666 | ]
667 | },
668 | {
669 | "cell_type": "markdown",
670 | "metadata": {},
671 | "source": [
672 | "Q12.e. Convert above examples to a function 'print_stars(n) which takes an integer 'n' as input and prints stars from 1 to n in separate lines. The above examples are for n=5."
673 | ]
674 | },
675 | {
676 | "cell_type": "code",
677 | "execution_count": 19,
678 | "metadata": {},
679 | "outputs": [
680 | {
681 | "name": "stdout",
682 | "output_type": "stream",
683 | "text": [
684 | " *\n",
685 | " **\n",
686 | " ***\n",
687 | " ****\n",
688 | " *****\n",
689 | "******\n"
690 | ]
691 | }
692 | ],
693 | "source": [
694 | "def print_stars(n):\n",
695 | " for i in range(n):\n",
696 | " print(\" \"*(n-i-1) + \"*\"*(i+1))\n",
697 | "print_stars(6)"
698 | ]
699 | },
700 | {
701 | "cell_type": "markdown",
702 | "metadata": {},
703 | "source": [
704 | "\"\n", 638 | " **
\n", 639 | " ***
\n", 640 | " ****
\n", 641 | "*****
\n", 642 | "
\n", 705 | "
\n",
706 | " Pass on what you have learned
\n", 707 | "
\n",
708 | "\n", 707 | "
\n",
709 | " \"
\n", 710 | "
\n",
711 | "\n", 710 | "
"
712 | ]
713 | }
714 | ],
715 | "metadata": {
716 | "kernelspec": {
717 | "display_name": "Python 3",
718 | "language": "python",
719 | "name": "python3"
720 | },
721 | "language_info": {
722 | "codemirror_mode": {
723 | "name": "ipython",
724 | "version": 3
725 | },
726 | "file_extension": ".py",
727 | "mimetype": "text/x-python",
728 | "name": "python",
729 | "nbconvert_exporter": "python",
730 | "pygments_lexer": "ipython3",
731 | "version": "3.7.3"
732 | }
733 | },
734 | "nbformat": 4,
735 | "nbformat_minor": 2
736 | }
737 |
--------------------------------------------------------------------------------
/Python for Data Analytics - Practice Problems 2.ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "cells": [
3 | {
4 | "cell_type": "markdown",
5 | "metadata": {},
6 | "source": [
7 | "Author : UTSAV AWASTHI\n", 8 | "About Me: http://iamawesome.com/
\n", 9 | "Subscribe to my YouTube channel here
\n", 10 | "For serious conversations related to career and jobs, follow me on LinkedIn
\n", 11 | "For low-effort dank memes and one-liners, follow me on Twitter" 12 | ] 13 | }, 14 | { 15 | "cell_type": "markdown", 16 | "metadata": {}, 17 | "source": [ 18 | "
\n",
19 | " // ज्ञानं परमं बलम् //
\n", 20 | "
\n",
21 | "\n", 20 | "
\n",
22 | " PYTHON PROGRAMMING LANGUAGE
\n",
23 | "\n",
24 | " TABLE OF CONTENTS
\n",
25 | "- \n",
26 | "
- Control Flow and Loops \n", 27 | "
- if-elif-else \n", 29 | "
- 'for' loop \n", 30 | "
- 'while' loop \n", 31 | "
- Functions \n", 33 | "
- \n",
28 | "
- \n",
42 | "
- Thoroughly understand what is going to be the input and output of the function \n", 43 | "
- Assume some random value of each of the inputs and create variables for the same \n", 44 | "
- Think about how you as a human will get to the output. List down the steps you will have to follow. This will help you break down the requirement into smaller components \n", 45 | "
- Write code for each of the components or steps. Try to use inbuilt or module based pre-defined functions. Remember to keep things as simple as possible \n", 46 | "
- Verify you are getting the correct output using the random inputs you assumed in step 2 \n", 47 | "
- If the output is correct, convert the code into a function \n", 48 | "
- Do test your function with new values of all the parameters \n", 49 | "
\n", 58 | "list_sum([1,2,3,4]) should give 10
\n", 59 | "list_sum([1,2,3,4,5]) should give 15" 60 | ] 61 | }, 62 | { 63 | "cell_type": "code", 64 | "execution_count": null, 65 | "metadata": {}, 66 | "outputs": [], 67 | "source": [] 68 | }, 69 | { 70 | "cell_type": "markdown", 71 | "metadata": {}, 72 | "source": [ 73 | "Q2. Write a function 'list_extremes(lst, option)' to get maximum or minimum element of a given list depending on what user wants e.g.
\n", 74 | "list_extremes([4,5,3,7,1], 'min') should give 1
\n", 75 | "list_extremes([4,5,3,7,1], 'max') should give 7" 76 | ] 77 | }, 78 | { 79 | "cell_type": "code", 80 | "execution_count": null, 81 | "metadata": {}, 82 | "outputs": [], 83 | "source": [] 84 | }, 85 | { 86 | "cell_type": "markdown", 87 | "metadata": {}, 88 | "source": [ 89 | "Q2.a. Can you also find top N largest and smallest elements from a list e.g.
\n", 90 | "list_extremes([4,5,3,7,1,2,8,9,6], 'min', 3) = [1,2,3]
\n", 91 | "list_extremes([4,5,3,7,1,2,8,9,6], 'max', 4) = [6,7,8,9] = 42\n" 92 | ] 93 | }, 94 | { 95 | "cell_type": "code", 96 | "execution_count": null, 97 | "metadata": {}, 98 | "outputs": [], 99 | "source": [] 100 | }, 101 | { 102 | "cell_type": "markdown", 103 | "metadata": {}, 104 | "source": [ 105 | "Q3. Write a function 'list_mean(lst)' to find mean or average of elements of a given list e.g.
\n", 106 | "list_mean([1,2,3,4]) should give 2.5
\n", 107 | "list_mean([1,2,3,4,5]) should give 3
" 108 | ] 109 | }, 110 | { 111 | "cell_type": "code", 112 | "execution_count": null, 113 | "metadata": {}, 114 | "outputs": [], 115 | "source": [] 116 | }, 117 | { 118 | "cell_type": "markdown", 119 | "metadata": {}, 120 | "source": [ 121 | "Q4. Write a function 'factorial(n)' to find factorial of a given positive number using (a) for loop (b) while loop e.g.
\n", 122 | "factorial(5) = 5x4x3x2x1 = 120
\n", 123 | "factorial(6) = 6x5x4x3x2x1 = 720" 124 | ] 125 | }, 126 | { 127 | "cell_type": "code", 128 | "execution_count": null, 129 | "metadata": {}, 130 | "outputs": [], 131 | "source": [] 132 | }, 133 | { 134 | "cell_type": "markdown", 135 | "metadata": {}, 136 | "source": [ 137 | "Q5. Write a function 'multiples(lst, start, end)' to find the sum of all numbers between 'start' and 'end'(both included) which are multiple of ANY of the numbers inside the list 'lst' e.g.
\n", 138 | "multiples([2,3], 0, 10) = 2+3+4+6+8+9+10 = 42
\n", 139 | "multiples([7,5], 10, 40) = 14+15+20+21+25+28+30+35+40 = 238" 140 | ] 141 | }, 142 | { 143 | "cell_type": "code", 144 | "execution_count": null, 145 | "metadata": {}, 146 | "outputs": [], 147 | "source": [] 148 | }, 149 | { 150 | "cell_type": "markdown", 151 | "metadata": {}, 152 | "source": [ 153 | "Q6. Write a function 'is_prime(n)' to find if a given number is prime or not e.g.
\n", 154 | "is_prime(23) = True
\n", 155 | "is_prime(100) = False
\n", 156 | "Find the sum of prime numbers between 1 and 1000." 157 | ] 158 | }, 159 | { 160 | "cell_type": "code", 161 | "execution_count": null, 162 | "metadata": {}, 163 | "outputs": [], 164 | "source": [] 165 | }, 166 | { 167 | "cell_type": "markdown", 168 | "metadata": {}, 169 | "source": [ 170 | "Q7. Fibonacci series starts with two numbers 0 and 1 and each subsequent number is a sum of previous two numbers. Write a function 'fibonacci(n)' to print first 'n' fibonacci numbers e.g.
\n", 171 | "fibonacci(5) = 0,1,1,2,3
\n", 172 | "fibonacci(11) = 0,1,1,2,3,5,8,13,21,34,55" 173 | ] 174 | }, 175 | { 176 | "cell_type": "code", 177 | "execution_count": null, 178 | "metadata": {}, 179 | "outputs": [], 180 | "source": [] 181 | }, 182 | { 183 | "cell_type": "markdown", 184 | "metadata": {}, 185 | "source": [ 186 | "Q8.Write a function 'ssq(n)' to get the sum of squares of first n natural numbers e.g.
\n", 187 | "ssq(3) = 1^2 + 2^2 + 3^2 = 1+4+9 = 14
\n", 188 | "ssq(5) = 1^2 + 2^2 + 3^2 + 4^2 + 5^2= 1+4+9+16+25 = 55" 189 | ] 190 | }, 191 | { 192 | "cell_type": "code", 193 | "execution_count": null, 194 | "metadata": {}, 195 | "outputs": [], 196 | "source": [] 197 | }, 198 | { 199 | "cell_type": "markdown", 200 | "metadata": {}, 201 | "source": [ 202 | "Q9. Similar to Q8 above, write a function 'sum_of_mth_power(n,m)' to find sum of mth power of first n natural numbers e.g.
\n", 203 | "sum_of_mth_power(5,2) = 1^2 + 2^2 + 3^2 + 4^2 + 5^2= 1+4+9+16+25 = 55
\n", 204 | "sum_of_mth_power(5,3) = 1^3 + 2^3 + 3^3 + 4^3 + 5^3= 1+8+27+64+125 = 225" 205 | ] 206 | }, 207 | { 208 | "cell_type": "code", 209 | "execution_count": null, 210 | "metadata": {}, 211 | "outputs": [], 212 | "source": [] 213 | }, 214 | { 215 | "cell_type": "markdown", 216 | "metadata": {}, 217 | "source": [ 218 | "Q10. Write a function vowel_consonent_count(s) to count how many vowels and consonents are there in the string 's' e.g.
\n", 219 | "vowel_consonent_count(\"Hello World!\") = [3, 7]
\n", 220 | "vowel_consonent_count(\"Barack Obama\") = [5, 6]" 221 | ] 222 | }, 223 | { 224 | "cell_type": "code", 225 | "execution_count": null, 226 | "metadata": {}, 227 | "outputs": [], 228 | "source": [] 229 | }, 230 | { 231 | "cell_type": "markdown", 232 | "metadata": {}, 233 | "source": [ 234 | "Q11. Write a function letter_frequency(s) to store frequency of each letter in the string 's' with keys are distinct letters in the string and values as the count of occurence of each letter. Treat lowercase and uppercase as same i.e. a and A should be counted as same e.g.
\n", 235 | "letter_frequency(\"Barack Obama\") = {'b':2, 'a':4, 'r':1, 'c':1, 'k':1, ' ':1,'o':1, 'm':1}" 236 | ] 237 | }, 238 | { 239 | "cell_type": "code", 240 | "execution_count": null, 241 | "metadata": {}, 242 | "outputs": [], 243 | "source": [] 244 | }, 245 | { 246 | "cell_type": "markdown", 247 | "metadata": {}, 248 | "source": [ 249 | "Q11.b. Using the function letter_frequency(s), can you print the letters which occur multiple times in string 's'. Call this function duplicated_letters(s) e.g.
\n", 250 | "duplicated_letters(\"Barack Obama\") = ['b', 'a']
\n", 251 | "duplicated_letters(\"Utsav Awasthi\") = ['t', 's', 'a']
" 252 | ] 253 | }, 254 | { 255 | "cell_type": "code", 256 | "execution_count": null, 257 | "metadata": {}, 258 | "outputs": [], 259 | "source": [] 260 | }, 261 | { 262 | "cell_type": "markdown", 263 | "metadata": {}, 264 | "source": [ 265 | "Q12.a. Use for loop to print the follow pattern:
\n", 266 | "
\n",
267 | "*
\n", 268 | "**
\n", 269 | "***
\n", 270 | "****
\n", 271 | "*****
\n", 272 | "
"
273 | ]
274 | },
275 | {
276 | "cell_type": "code",
277 | "execution_count": null,
278 | "metadata": {},
279 | "outputs": [],
280 | "source": []
281 | },
282 | {
283 | "cell_type": "markdown",
284 | "metadata": {},
285 | "source": [
286 | "Q12.b. Use for loop to print the follow pattern:\n", 268 | "**
\n", 269 | "***
\n", 270 | "****
\n", 271 | "*****
\n", 272 | "
\n", 287 | "
\n",
288 | "*****
\n", 289 | "****
\n", 290 | "***
\n", 291 | "**
\n", 292 | "*
\n", 293 | "
"
294 | ]
295 | },
296 | {
297 | "cell_type": "code",
298 | "execution_count": null,
299 | "metadata": {},
300 | "outputs": [],
301 | "source": []
302 | },
303 | {
304 | "cell_type": "markdown",
305 | "metadata": {},
306 | "source": [
307 | "Q12.c. Use for loop to print the follow pattern:\n", 289 | "****
\n", 290 | "***
\n", 291 | "**
\n", 292 | "*
\n", 293 | "
\n", 308 | "
\n",
309 | "*****
\n", 310 | " ****
\n", 311 | " ***
\n", 312 | " **
\n", 313 | " *
\n", 314 | "
"
315 | ]
316 | },
317 | {
318 | "cell_type": "code",
319 | "execution_count": null,
320 | "metadata": {},
321 | "outputs": [],
322 | "source": []
323 | },
324 | {
325 | "cell_type": "markdown",
326 | "metadata": {},
327 | "source": [
328 | "Q12.d. Use for loop to print the follow pattern:\n", 310 | " ****
\n", 311 | " ***
\n", 312 | " **
\n", 313 | " *
\n", 314 | "
\n", 329 | "
\n",
330 | " *
\n", 331 | " **
\n", 332 | " ***
\n", 333 | " ****
\n", 334 | "*****
\n", 335 | "
"
336 | ]
337 | },
338 | {
339 | "cell_type": "markdown",
340 | "metadata": {},
341 | "source": [
342 | "Q12.e. Convert above examples to a function 'print_stars(n) which takes an integer 'n' as input and prints stars from 1 to n in separate lines. The above examples are for n=5."
343 | ]
344 | },
345 | {
346 | "cell_type": "code",
347 | "execution_count": null,
348 | "metadata": {},
349 | "outputs": [],
350 | "source": []
351 | },
352 | {
353 | "cell_type": "markdown",
354 | "metadata": {},
355 | "source": [
356 | "\"\n", 331 | " **
\n", 332 | " ***
\n", 333 | " ****
\n", 334 | "*****
\n", 335 | "
\n", 357 | "
\n",
358 | " Pass on what you have learned
\n", 359 | "
\n",
360 | "\n", 359 | "
\n",
361 | " \"
\n", 362 | "
\n",
363 | "\n", 362 | "
"
364 | ]
365 | }
366 | ],
367 | "metadata": {
368 | "kernelspec": {
369 | "display_name": "Python 3",
370 | "language": "python",
371 | "name": "python3"
372 | },
373 | "language_info": {
374 | "codemirror_mode": {
375 | "name": "ipython",
376 | "version": 3
377 | },
378 | "file_extension": ".py",
379 | "mimetype": "text/x-python",
380 | "name": "python",
381 | "nbconvert_exporter": "python",
382 | "pygments_lexer": "ipython3",
383 | "version": "3.7.3"
384 | }
385 | },
386 | "nbformat": 4,
387 | "nbformat_minor": 2
388 | }
389 |
--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
1 | # Python-for-Data-Analytics
2 | This course will teach you only the relevant topics in Python for starting your career in Data Analytics.
3 |
4 | While the Jupyter Notebooks are self-sufficient, you can also follow the videos from this YouTube playlist for detailed explanations :
5 | https://www.youtube.com/watch?v=N57ge4aQEWg&list=PLMRyaG2HDIror0crIUNRATJQLUP-YIqdz
6 | There are also a bunch of tips and tricks sprinkled throughout the videos on resume writing, solving case studies, interviews etc. The idea is to help you land a job in analytics and not just teach you Python.
7 |
8 | Subscribe to my YouTube Channel and help me fund education of underprivileged kids in India: https://www.youtube.com/c/UtsavAwasthiX/about
9 |
--------------------------------------------------------------------------------
/titanic.csv:
--------------------------------------------------------------------------------
1 | PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
2 | 1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S
3 | 2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C
4 | 3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S
5 | 4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S
6 | 5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S
7 | 6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q
8 | 7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S
9 | 8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S
10 | 9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S
11 | 10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C
12 | 11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S
13 | 12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S
14 | 13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S
15 | 14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S
16 | 15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S
17 | 16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S
18 | 17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q
19 | 18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S
20 | 19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S
21 | 20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C
22 | 21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S
23 | 22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S
24 | 23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q
25 | 24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S
26 | 25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S
27 | 26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S
28 | 27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C
29 | 28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S
30 | 29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q
31 | 30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S
32 | 31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C
33 | 32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C
34 | 33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q
35 | 34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S
36 | 35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C
37 | 36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S
38 | 37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C
39 | 38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S
40 | 39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S
41 | 40,1,3,"Nicola-Yarred, Miss. Jamila",female,14,1,0,2651,11.2417,,C
42 | 41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40,1,0,7546,9.475,,S
43 | 42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27,1,0,11668,21,,S
44 | 43,0,3,"Kraeff, Mr. Theodor",male,,0,0,349253,7.8958,,C
45 | 44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C
46 | 45,1,3,"Devaney, Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q
47 | 46,0,3,"Rogers, Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S
48 | 47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q
49 | 48,1,3,"O'Driscoll, Miss. Bridget",female,,0,0,14311,7.75,,Q
50 | 49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C
51 | 50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S
52 | 51,0,3,"Panula, Master. Juha Niilo",male,7,4,1,3101295,39.6875,,S
53 | 52,0,3,"Nosworthy, Mr. Richard Cater",male,21,0,0,A/4. 39886,7.8,,S
54 | 53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49,1,0,PC 17572,76.7292,D33,C
55 | 54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29,1,0,2926,26,,S
56 | 55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65,0,1,113509,61.9792,B30,C
57 | 56,1,1,"Woolner, Mr. Hugh",male,,0,0,19947,35.5,C52,S
58 | 57,1,2,"Rugg, Miss. Emily",female,21,0,0,C.A. 31026,10.5,,S
59 | 58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C
60 | 59,1,2,"West, Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S
61 | 60,0,3,"Goodwin, Master. William Frederick",male,11,5,2,CA 2144,46.9,,S
62 | 61,0,3,"Sirayanian, Mr. Orsen",male,22,0,0,2669,7.2292,,C
63 | 62,1,1,"Icard, Miss. Amelie",female,38,0,0,113572,80,B28,
64 | 63,0,1,"Harris, Mr. Henry Birkhardt",male,45,1,0,36973,83.475,C83,S
65 | 64,0,3,"Skoog, Master. Harald",male,4,3,2,347088,27.9,,S
66 | 65,0,1,"Stewart, Mr. Albert A",male,,0,0,PC 17605,27.7208,,C
67 | 66,1,3,"Moubarek, Master. Gerios",male,,1,1,2661,15.2458,,C
68 | 67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S
69 | 68,0,3,"Crease, Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S
70 | 69,1,3,"Andersson, Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S
71 | 70,0,3,"Kink, Mr. Vincenz",male,26,2,0,315151,8.6625,,S
72 | 71,0,2,"Jenkin, Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S
73 | 72,0,3,"Goodwin, Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S
74 | 73,0,2,"Hood, Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S
75 | 74,0,3,"Chronopoulos, Mr. Apostolos",male,26,1,0,2680,14.4542,,C
76 | 75,1,3,"Bing, Mr. Lee",male,32,0,0,1601,56.4958,,S
77 | 76,0,3,"Moen, Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S
78 | 77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S
79 | 78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S
80 | 79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29,,S
81 | 80,1,3,"Dowdell, Miss. Elizabeth",female,30,0,0,364516,12.475,,S
82 | 81,0,3,"Waelens, Mr. Achille",male,22,0,0,345767,9,,S
83 | 82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29,0,0,345779,9.5,,S
84 | 83,1,3,"McDermott, Miss. Brigdet Delia",female,,0,0,330932,7.7875,,Q
85 | 84,0,1,"Carrau, Mr. Francisco M",male,28,0,0,113059,47.1,,S
86 | 85,1,2,"Ilett, Miss. Bertha",female,17,0,0,SO/C 14885,10.5,,S
87 | 86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33,3,0,3101278,15.85,,S
88 | 87,0,3,"Ford, Mr. William Neal",male,16,1,3,W./C. 6608,34.375,,S
89 | 88,0,3,"Slocovski, Mr. Selman Francis",male,,0,0,SOTON/OQ 392086,8.05,,S
90 | 89,1,1,"Fortune, Miss. Mabel Helen",female,23,3,2,19950,263,C23 C25 C27,S
91 | 90,0,3,"Celotti, Mr. Francesco",male,24,0,0,343275,8.05,,S
92 | 91,0,3,"Christmann, Mr. Emil",male,29,0,0,343276,8.05,,S
93 | 92,0,3,"Andreasson, Mr. Paul Edvin",male,20,0,0,347466,7.8542,,S
94 | 93,0,1,"Chaffee, Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S
95 | 94,0,3,"Dean, Mr. Bertram Frank",male,26,1,2,C.A. 2315,20.575,,S
96 | 95,0,3,"Coxon, Mr. Daniel",male,59,0,0,364500,7.25,,S
97 | 96,0,3,"Shorney, Mr. Charles Joseph",male,,0,0,374910,8.05,,S
98 | 97,0,1,"Goldschmidt, Mr. George B",male,71,0,0,PC 17754,34.6542,A5,C
99 | 98,1,1,"Greenfield, Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C
100 | 99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34,0,1,231919,23,,S
101 | 100,0,2,"Kantor, Mr. Sinai",male,34,1,0,244367,26,,S
102 | 101,0,3,"Petranec, Miss. Matilda",female,28,0,0,349245,7.8958,,S
103 | 102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S
104 | 103,0,1,"White, Mr. Richard Frasar",male,21,0,1,35281,77.2875,D26,S
105 | 104,0,3,"Johansson, Mr. Gustaf Joel",male,33,0,0,7540,8.6542,,S
106 | 105,0,3,"Gustafsson, Mr. Anders Vilhelm",male,37,2,0,3101276,7.925,,S
107 | 106,0,3,"Mionoff, Mr. Stoytcho",male,28,0,0,349207,7.8958,,S
108 | 107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21,0,0,343120,7.65,,S
109 | 108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S
110 | 109,0,3,"Rekic, Mr. Tido",male,38,0,0,349249,7.8958,,S
111 | 110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q
112 | 111,0,1,"Porter, Mr. Walter Chamberlain",male,47,0,0,110465,52,C110,S
113 | 112,0,3,"Zabour, Miss. Hileni",female,14.5,1,0,2665,14.4542,,C
114 | 113,0,3,"Barton, Mr. David John",male,22,0,0,324669,8.05,,S
115 | 114,0,3,"Jussila, Miss. Katriina",female,20,1,0,4136,9.825,,S
116 | 115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,,C
117 | 116,0,3,"Pekoniemi, Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,,S
118 | 117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q
119 | 118,0,2,"Turpin, Mr. William John Robert",male,29,1,0,11668,21,,S
120 | 119,0,1,"Baxter, Mr. Quigg Edmond",male,24,0,1,PC 17558,247.5208,B58 B60,C
121 | 120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,,S
122 | 121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S
123 | 122,0,3,"Moore, Mr. Leonard Charles",male,,0,0,A4. 54510,8.05,,S
124 | 123,0,2,"Nasser, Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C
125 | 124,1,2,"Webber, Miss. Susan",female,32.5,0,0,27267,13,E101,S
126 | 125,0,1,"White, Mr. Percival Wayland",male,54,0,1,35281,77.2875,D26,S
127 | 126,1,3,"Nicola-Yarred, Master. Elias",male,12,1,0,2651,11.2417,,C
128 | 127,0,3,"McMahon, Mr. Martin",male,,0,0,370372,7.75,,Q
129 | 128,1,3,"Madsen, Mr. Fridtjof Arne",male,24,0,0,C 17369,7.1417,,S
130 | 129,1,3,"Peter, Miss. Anna",female,,1,1,2668,22.3583,F E69,C
131 | 130,0,3,"Ekstrom, Mr. Johan",male,45,0,0,347061,6.975,,S
132 | 131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,,C
133 | 132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,,S
134 | 133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47,1,0,A/5. 3337,14.5,,S
135 | 134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26,,S
136 | 135,0,2,"Sobey, Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13,,S
137 | 136,0,2,"Richard, Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,,C
138 | 137,1,1,"Newsom, Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S
139 | 138,0,1,"Futrelle, Mr. Jacques Heath",male,37,1,0,113803,53.1,C123,S
140 | 139,0,3,"Osen, Mr. Olaf Elon",male,16,0,0,7534,9.2167,,S
141 | 140,0,1,"Giglio, Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C
142 | 141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,,0,2,2678,15.2458,,C
143 | 142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,,S
144 | 143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,,S
145 | 144,0,3,"Burke, Mr. Jeremiah",male,19,0,0,365222,6.75,,Q
146 | 145,0,2,"Andrew, Mr. Edgardo Samuel",male,18,0,0,231945,11.5,,S
147 | 146,0,2,"Nicholls, Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,,S
148 | 147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,,S
149 | 148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,,S
150 | 149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26,F2,S
151 | 150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42,0,0,244310,13,,S
152 | 151,0,2,"Bateman, Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,,S
153 | 152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S
154 | 153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S
155 | 154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S
156 | 155,0,3,"Olsen, Mr. Ole Martin",male,,0,0,Fa 265302,7.3125,,S
157 | 156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C
158 | 157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,,Q
159 | 158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S
160 | 159,0,3,"Smiljanic, Mr. Mile",male,,0,0,315037,8.6625,,S
161 | 160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S
162 | 161,0,3,"Cribb, Mr. John Hatfield",male,44,0,1,371362,16.1,,S
163 | 162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40,0,0,C.A. 33595,15.75,,S
164 | 163,0,3,"Bengtsson, Mr. John Viktor",male,26,0,0,347068,7.775,,S
165 | 164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,,S
166 | 165,0,3,"Panula, Master. Eino Viljami",male,1,4,1,3101295,39.6875,,S
167 | 166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9,0,2,363291,20.525,,S
168 | 167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,,0,1,113505,55,E33,S
169 | 168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45,1,4,347088,27.9,,S
170 | 169,0,1,"Baumann, Mr. John D",male,,0,0,PC 17318,25.925,,S
171 | 170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,,S
172 | 171,0,1,"Van der hoef, Mr. Wyckoff",male,61,0,0,111240,33.5,B19,S
173 | 172,0,3,"Rice, Master. Arthur",male,4,4,1,382652,29.125,,Q
174 | 173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,,S
175 | 174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,,S
176 | 175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C
177 | 176,0,3,"Klasen, Mr. Klas Albin",male,18,1,1,350404,7.8542,,S
178 | 177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S
179 | 178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C
180 | 179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13,,S
181 | 180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0,,S
182 | 181,0,3,"Sage, Miss. Constance Gladys",female,,8,2,CA. 2343,69.55,,S
183 | 182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C
184 | 183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,,S
185 | 184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39,F4,S
186 | 185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,,S
187 | 186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50,A32,S
188 | 187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,,1,0,370365,15.5,,Q
189 | 188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45,0,0,111428,26.55,,S
190 | 189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,,Q
191 | 190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,,S
192 | 191,1,2,"Pinsky, Mrs. (Rosa)",female,32,0,0,234604,13,,S
193 | 192,0,2,"Carbines, Mr. William",male,19,0,0,28424,13,,S
194 | 193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19,1,0,350046,7.8542,,S
195 | 194,1,2,"Navratil, Master. Michel M",male,3,1,1,230080,26,F2,S
196 | 195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44,0,0,PC 17610,27.7208,B4,C
197 | 196,1,1,"Lurette, Miss. Elise",female,58,0,0,PC 17569,146.5208,B80,C
198 | 197,0,3,"Mernagh, Mr. Robert",male,,0,0,368703,7.75,,Q
199 | 198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42,0,1,4579,8.4042,,S
200 | 199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q
201 | 200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13,,S
202 | 201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28,0,0,345770,9.5,,S
203 | 202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S
204 | 203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,,S
205 | 204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C
206 | 205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,,S
207 | 206,0,3,"Strom, Miss. Telma Matilda",female,2,0,1,347054,10.4625,G6,S
208 | 207,0,3,"Backstrom, Mr. Karl Alfred",male,32,1,0,3101278,15.85,,S
209 | 208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C
210 | 209,1,3,"Carr, Miss. Helen ""Ellen""",female,16,0,0,367231,7.75,,Q
211 | 210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C
212 | 211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,,S
213 | 212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21,,S
214 | 213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,,S
215 | 214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13,,S
216 | 215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q
217 | 216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C
218 | 217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,,S
219 | 218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27,,S
220 | 219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C
221 | 220,0,2,"Harris, Mr. Walter",male,30,0,0,W/C 14208,10.5,,S
222 | 221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,,S
223 | 222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13,,S
224 | 223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,,S
225 | 224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S
226 | 225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90,C93,S
227 | 226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,,S
228 | 227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,,S
229 | 228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S
230 | 229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13,,S
231 | 230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S
232 | 231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S
233 | 232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,,S
234 | 233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,,S
235 | 234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,,S
236 | 235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,,S
237 | 236,0,3,"Harknett, Miss. Alice Phoebe",female,,0,0,W./C. 6609,7.55,,S
238 | 237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S
239 | 238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,,S
240 | 239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,,S
241 | 240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,,S
242 | 241,0,3,"Zabour, Miss. Thamine",female,,1,0,2665,14.4542,,C
243 | 242,1,3,"Murphy, Miss. Katherine ""Kate""",female,,1,0,367230,15.5,,Q
244 | 243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,,S
245 | 244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,,S
246 | 245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,,C
247 | 246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90,C78,Q
248 | 247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,,S
249 | 248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,,S
250 | 249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S
251 | 250,0,2,"Carter, Rev. Ernest Courtenay",male,54,1,0,244252,26,,S
252 | 251,0,3,"Reed, Mr. James George",male,,0,0,362316,7.25,,S
253 | 252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S
254 | 253,0,1,"Stead, Mr. William Thomas",male,62,0,0,113514,26.55,C87,S
255 | 254,0,3,"Lobb, Mr. William Arthur",male,30,1,0,A/5. 3336,16.1,,S
256 | 255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,,S
257 | 256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,,C
258 | 257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C
259 | 258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S
260 | 259,1,1,"Ward, Miss. Anna",female,35,0,0,PC 17755,512.3292,,C
261 | 260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26,,S
262 | 261,0,3,"Smith, Mr. Thomas",male,,0,0,384461,7.75,,Q
263 | 262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,,S
264 | 263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S
265 | 264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0,B94,S
266 | 265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q
267 | 266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,,S
268 | 267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,,S
269 | 268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,,S
270 | 269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S
271 | 270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S
272 | 271,0,1,"Cairns, Mr. Alexander",male,,0,0,113798,31,,S
273 | 272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0,,S
274 | 273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,,S
275 | 274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C
276 | 275,1,3,"Healy, Miss. Hanora ""Nora""",female,,0,0,370375,7.75,,Q
277 | 276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S
278 | 277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45,0,0,347073,7.75,,S
279 | 278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0,,S
280 | 279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,,Q
281 | 280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,,S
282 | 281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q
283 | 282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S
284 | 283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S
285 | 284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S
286 | 285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S
287 | 286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C
288 | 287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S
289 | 288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S
290 | 289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S
291 | 290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q
292 | 291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S
293 | 292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C
294 | 293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C
295 | 294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,,S
296 | 295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S
297 | 296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C
298 | 297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C
299 | 298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S
300 | 299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S
301 | 300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C
302 | 301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q
303 | 302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
304 | 303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S
305 | 304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q
306 | 305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,,0,0,A/5 2466,8.05,,S
307 | 306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S
308 | 307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C
309 | 308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17,1,0,PC 17758,108.9,C65,C
310 | 309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24,,C
311 | 310,1,1,"Francatelli, Miss. Laura Mabel",female,30,0,0,PC 17485,56.9292,E36,C
312 | 311,1,1,"Hays, Miss. Margaret Bechstein",female,24,0,0,11767,83.1583,C54,C
313 | 312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C
314 | 313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S
315 | 314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S
316 | 315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S
317 | 316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S
318 | 317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S
319 | 318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S
320 | 319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S
321 | 320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C
322 | 321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,,S
323 | 322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S
324 | 323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q
325 | 324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S
326 | 325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S
327 | 326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C
328 | 327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,,S
329 | 328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13,D,S
330 | 329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S
331 | 330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C
332 | 331,1,3,"McCoy, Miss. Agnes",female,,2,0,367226,23.25,,Q
333 | 332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S
334 | 333,0,1,"Graham, Mr. George Edward",male,38,0,1,PC 17582,153.4625,C91,S
335 | 334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16,2,0,345764,18,,S
336 | 335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S
337 | 336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S
338 | 337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S
339 | 338,1,1,"Burns, Miss. Elizabeth Margaret",female,41,0,0,16966,134.5,E40,C
340 | 339,1,3,"Dahl, Mr. Karl Edwart",male,45,0,0,7598,8.05,,S
341 | 340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S
342 | 341,1,2,"Navratil, Master. Edmond Roger",male,2,1,1,230080,26,F2,S
343 | 342,1,1,"Fortune, Miss. Alice Elizabeth",female,24,3,2,19950,263,C23 C25 C27,S
344 | 343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13,,S
345 | 344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S
346 | 345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13,,S
347 | 346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13,F33,S
348 | 347,1,2,"Smith, Miss. Marion Elsie",female,40,0,0,31418,13,,S
349 | 348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S
350 | 349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,,S
351 | 350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S
352 | 351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S
353 | 352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S
354 | 353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C
355 | 354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S
356 | 355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C
357 | 356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S
358 | 357,1,1,"Bowerman, Miss. Elsie Edith",female,22,0,1,113505,55,E33,S
359 | 358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S
360 | 359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
361 | 360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
362 | 361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S
363 | 362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,,C
364 | 363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C
365 | 364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
366 | 365,0,3,"O'Brien, Mr. Thomas",male,,1,0,370365,15.5,,Q
367 | 366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S
368 | 367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C
369 | 368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,,0,0,2626,7.2292,,C
370 | 369,1,3,"Jermyn, Miss. Annie",female,,0,0,14313,7.75,,Q
371 | 370,1,1,"Aubart, Mme. Leontine Pauline",female,24,0,0,PC 17477,69.3,B35,C
372 | 371,1,1,"Harder, Mr. George Achilles",male,25,1,0,11765,55.4417,E50,C
373 | 372,0,3,"Wiklund, Mr. Jakob Alfred",male,18,1,0,3101267,6.4958,,S
374 | 373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S
375 | 374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,C
376 | 375,0,3,"Palsson, Miss. Stina Viola",female,3,3,1,349909,21.075,,S
377 | 376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,,1,0,PC 17604,82.1708,,C
378 | 377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,,S
379 | 378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C
380 | 379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C
381 | 380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S
382 | 381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C
383 | 382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C
384 | 383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S
385 | 384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35,1,0,113789,52,,S
386 | 385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S
387 | 386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S
388 | 387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S
389 | 388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S
390 | 389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q
391 | 390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C
392 | 391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120,B96 B98,S
393 | 392,1,3,"Jansson, Mr. Carl Olof",male,21,0,0,350034,7.7958,,S
394 | 393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S
395 | 394,1,1,"Newell, Miss. Marjorie",female,23,1,0,35273,113.275,D36,C
396 | 395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24,0,2,PP 9549,16.7,G6,S
397 | 396,0,3,"Johansson, Mr. Erik",male,22,0,0,350052,7.7958,,S
398 | 397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,,S
399 | 398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S
400 | 399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S
401 | 400,1,2,"Trout, Mrs. William H (Jessie L)",female,28,0,0,240929,12.65,,S
402 | 401,1,3,"Niskanen, Mr. Juha",male,39,0,0,STON/O 2. 3101289,7.925,,S
403 | 402,0,3,"Adams, Mr. John",male,26,0,0,341826,8.05,,S
404 | 403,0,3,"Jussila, Miss. Mari Aina",female,21,1,0,4137,9.825,,S
405 | 404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28,1,0,STON/O2. 3101279,15.85,,S
406 | 405,0,3,"Oreskovic, Miss. Marija",female,20,0,0,315096,8.6625,,S
407 | 406,0,2,"Gale, Mr. Shadrach",male,34,1,0,28664,21,,S
408 | 407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51,0,0,347064,7.75,,S
409 | 408,1,2,"Richards, Master. William Rowe",male,3,1,1,29106,18.75,,S
410 | 409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21,0,0,312992,7.775,,S
411 | 410,0,3,"Lefebre, Miss. Ida",female,,3,1,4133,25.4667,,S
412 | 411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S
413 | 412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q
414 | 413,1,1,"Minahan, Miss. Daisy E",female,33,1,0,19928,90,C78,Q
415 | 414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0,,S
416 | 415,1,3,"Sundman, Mr. Johan Julian",male,44,0,0,STON/O 2. 3101269,7.925,,S
417 | 416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,,0,0,343095,8.05,,S
418 | 417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34,1,1,28220,32.5,,S
419 | 418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13,,S
420 | 419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S
421 | 420,0,3,"Van Impe, Miss. Catharina",female,10,0,2,345773,24.15,,S
422 | 421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C
423 | 422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q
424 | 423,0,3,"Zimmerman, Mr. Leo",male,29,0,0,315082,7.875,,S
425 | 424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,,S
426 | 425,0,3,"Rosblom, Mr. Viktor Richard",male,18,1,1,370129,20.2125,,S
427 | 426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S
428 | 427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26,,S
429 | 428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S
430 | 429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q
431 | 430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S
432 | 431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28,0,0,110564,26.55,C52,S
433 | 432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,,1,0,376564,16.1,,S
434 | 433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26,,S
435 | 434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,,S
436 | 435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S
437 | 436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120,B96 B98,S
438 | 437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S
439 | 438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,,S
440 | 439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263,C23 C25 C27,S
441 | 440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,,S
442 | 441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,,S
443 | 442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,,S
444 | 443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,,S
445 | 444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13,,S
446 | 445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,,0,0,65306,8.1125,,S
447 | 446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S
448 | 447,1,2,"Mellinger, Miss. Madeleine Violet",female,13,0,1,250644,19.5,,S
449 | 448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,,S
450 | 449,1,3,"Baclini, Miss. Marie Catherine",female,5,2,1,2666,19.2583,,C
451 | 450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S
452 | 451,0,2,"West, Mr. Edwy Arthur",male,36,1,2,C.A. 34651,27.75,,S
453 | 452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S
454 | 453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C
455 | 454,1,1,"Goldenberg, Mr. Samuel L",male,49,1,0,17453,89.1042,C92,C
456 | 455,0,3,"Peduzzi, Mr. Joseph",male,,0,0,A/5 2817,8.05,,S
457 | 456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,,C
458 | 457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S
459 | 458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,,1,0,17464,51.8625,D21,S
460 | 459,1,2,"Toomey, Miss. Ellen",female,50,0,0,F.C.C. 13531,10.5,,S
461 | 460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q
462 | 461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S
463 | 462,0,3,"Morley, Mr. William",male,34,0,0,364506,8.05,,S
464 | 463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S
465 | 464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13,,S
466 | 465,0,3,"Maisner, Mr. Simon",male,,0,0,A/S 2816,8.05,,S
467 | 466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
468 | 467,0,2,"Campbell, Mr. William",male,,0,0,239853,0,,S
469 | 468,0,1,"Smart, Mr. John Montgomery",male,56,0,0,113792,26.55,,S
470 | 469,0,3,"Scanlan, Mr. James",male,,0,0,36209,7.725,,Q
471 | 470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C
472 | 471,0,3,"Keefe, Mr. Arthur",male,,0,0,323592,7.25,,S
473 | 472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,,S
474 | 473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33,1,2,C.A. 34651,27.75,,S
475 | 474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C
476 | 475,0,3,"Strandberg, Miss. Ida Sofia",female,22,0,0,7553,9.8375,,S
477 | 476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52,A14,S
478 | 477,0,2,"Renouf, Mr. Peter Henry",male,34,1,0,31027,21,,S
479 | 478,0,3,"Braund, Mr. Lewis Richard",male,29,1,0,3460,7.0458,,S
480 | 479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,,S
481 | 480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,,S
482 | 481,0,3,"Goodwin, Master. Harold Victor",male,9,5,2,CA 2144,46.9,,S
483 | 482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,,0,0,239854,0,,S
484 | 483,0,3,"Rouse, Mr. Richard Henry",male,50,0,0,A/5 3594,8.05,,S
485 | 484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,,S
486 | 485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C
487 | 486,0,3,"Lefebre, Miss. Jeannie",female,,3,1,4133,25.4667,,S
488 | 487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35,1,0,19943,90,C93,S
489 | 488,0,1,"Kent, Mr. Edward Austin",male,58,0,0,11771,29.7,B37,C
490 | 489,0,3,"Somerton, Mr. Francis William",male,30,0,0,A.5. 18509,8.05,,S
491 | 490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S
492 | 491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S
493 | 492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,,S
494 | 493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S
495 | 494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,,C
496 | 495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,,S
497 | 496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C
498 | 497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C
499 | 498,0,3,"Shellard, Mr. Frederick William",male,,0,0,C.A. 6212,15.1,,S
500 | 499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25,1,2,113781,151.55,C22 C26,S
501 | 500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,,S
502 | 501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S
503 | 502,0,3,"Canavan, Miss. Mary",female,21,0,0,364846,7.75,,Q
504 | 503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q
505 | 504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,,S
506 | 505,1,1,"Maioni, Miss. Roberta",female,16,0,0,110152,86.5,B79,S
507 | 506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18,1,0,PC 17758,108.9,C65,C
508 | 507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33,0,2,26360,26,,S
509 | 508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,,0,0,111427,26.55,,S
510 | 509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,,S
511 | 510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,,S
512 | 511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,,Q
513 | 512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S
514 | 513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S
515 | 514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54,1,0,PC 17603,59.4,,C
516 | 515,0,3,"Coleff, Mr. Satio",male,24,0,0,349209,7.4958,,S
517 | 516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S
518 | 517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34,0,0,C.A. 34260,10.5,F33,S
519 | 518,0,3,"Ryan, Mr. Patrick",male,,0,0,371110,24.15,,Q
520 | 519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S
521 | 520,0,3,"Pavlovic, Mr. Stefo",male,32,0,0,349242,7.8958,,S
522 | 521,1,1,"Perreault, Miss. Anne",female,30,0,0,12749,93.5,B73,S
523 | 522,0,3,"Vovk, Mr. Janko",male,22,0,0,349252,7.8958,,S
524 | 523,0,3,"Lahoud, Mr. Sarkis",male,,0,0,2624,7.225,,C
525 | 524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44,0,1,111361,57.9792,B18,C
526 | 525,0,3,"Kassem, Mr. Fared",male,,0,0,2700,7.2292,,C
527 | 526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q
528 | 527,1,2,"Ridsdale, Miss. Lucy",female,50,0,0,W./C. 14258,10.5,,S
529 | 528,0,1,"Farthing, Mr. John",male,,0,0,PC 17483,221.7792,C95,S
530 | 529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S
531 | 530,0,2,"Hocking, Mr. Richard George",male,23,2,1,29104,11.5,,S
532 | 531,1,2,"Quick, Miss. Phyllis May",female,2,1,1,26360,26,,S
533 | 532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C
534 | 533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C
535 | 534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C
536 | 535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,,S
537 | 536,1,2,"Hart, Miss. Eva Miriam",female,7,0,2,F.C.C. 13529,26.25,,S
538 | 537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S
539 | 538,1,1,"LeRoy, Miss. Bertha",female,30,0,0,PC 17761,106.425,,C
540 | 539,0,3,"Risien, Mr. Samuel Beard",male,,0,0,364498,14.5,,S
541 | 540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22,0,2,13568,49.5,B39,C
542 | 541,1,1,"Crosby, Miss. Harriet R",female,36,0,2,WE/P 5735,71,B22,S
543 | 542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9,4,2,347082,31.275,,S
544 | 543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S
545 | 544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S
546 | 545,0,1,"Douglas, Mr. Walter Donald",male,50,1,0,PC 17761,106.425,C86,C
547 | 546,0,1,"Nicholson, Mr. Arthur Ernest",male,64,0,0,693,26,,S
548 | 547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19,1,0,2908,26,,S
549 | 548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C
550 | 549,0,3,"Goldsmith, Mr. Frank John",male,33,1,1,363291,20.525,,S
551 | 550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S
552 | 551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C
553 | 552,0,2,"Sharp, Mr. Percival James R",male,27,0,0,244358,26,,S
554 | 553,0,3,"O'Brien, Mr. Timothy",male,,0,0,330979,7.8292,,Q
555 | 554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22,0,0,2620,7.225,,C
556 | 555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,,S
557 | 556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S
558 | 557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48,1,0,11755,39.6,A16,C
559 | 558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C
560 | 559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39,1,1,110413,79.65,E67,S
561 | 560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36,1,0,345572,17.4,,S
562 | 561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q
563 | 562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S
564 | 563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S
565 | 564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
566 | 565,0,3,"Meanwell, Miss. (Marion Ogden)",female,,0,0,SOTON/O.Q. 392087,8.05,,S
567 | 566,0,3,"Davies, Mr. Alfred J",male,24,2,0,A/4 48871,24.15,,S
568 | 567,0,3,"Stoytcheff, Mr. Ilia",male,19,0,0,349205,7.8958,,S
569 | 568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29,0,4,349909,21.075,,S
570 | 569,0,3,"Doharr, Mr. Tannous",male,,0,0,2686,7.2292,,C
571 | 570,1,3,"Jonsson, Mr. Carl",male,32,0,0,350417,7.8542,,S
572 | 571,1,2,"Harris, Mr. George",male,62,0,0,S.W./PP 752,10.5,,S
573 | 572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53,2,0,11769,51.4792,C101,S
574 | 573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36,0,0,PC 17474,26.3875,E25,S
575 | 574,1,3,"Kelly, Miss. Mary",female,,0,0,14312,7.75,,Q
576 | 575,0,3,"Rush, Mr. Alfred George John",male,16,0,0,A/4. 20589,8.05,,S
577 | 576,0,3,"Patchett, Mr. George",male,19,0,0,358585,14.5,,S
578 | 577,1,2,"Garside, Miss. Ethel",female,34,0,0,243880,13,,S
579 | 578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39,1,0,13507,55.9,E44,S
580 | 579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C
581 | 580,1,3,"Jussila, Mr. Eiriik",male,32,0,0,STON/O 2. 3101286,7.925,,S
582 | 581,1,2,"Christy, Miss. Julie Rachel",female,25,1,1,237789,30,,S
583 | 582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39,1,1,17421,110.8833,C68,C
584 | 583,0,2,"Downton, Mr. William James",male,54,0,0,28403,26,,S
585 | 584,0,1,"Ross, Mr. John Hugo",male,36,0,0,13049,40.125,A10,C
586 | 585,0,3,"Paulner, Mr. Uscher",male,,0,0,3411,8.7125,,C
587 | 586,1,1,"Taussig, Miss. Ruth",female,18,0,2,110413,79.65,E68,S
588 | 587,0,2,"Jarvis, Mr. John Denzil",male,47,0,0,237565,15,,S
589 | 588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60,1,1,13567,79.2,B41,C
590 | 589,0,3,"Gilinski, Mr. Eliezer",male,22,0,0,14973,8.05,,S
591 | 590,0,3,"Murdlin, Mr. Joseph",male,,0,0,A./5. 3235,8.05,,S
592 | 591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,,S
593 | 592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C
594 | 593,0,3,"Elsbury, Mr. William James",male,47,0,0,A/5 3902,7.25,,S
595 | 594,0,3,"Bourke, Miss. Mary",female,,0,2,364848,7.75,,Q
596 | 595,0,2,"Chapman, Mr. John Henry",male,37,1,0,SC/AH 29037,26,,S
597 | 596,0,3,"Van Impe, Mr. Jean Baptiste",male,36,1,1,345773,24.15,,S
598 | 597,1,2,"Leitch, Miss. Jessie Wills",female,,0,0,248727,33,,S
599 | 598,0,3,"Johnson, Mr. Alfred",male,49,0,0,LINE,0,,S
600 | 599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C
601 | 600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49,1,0,PC 17485,56.9292,A20,C
602 | 601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24,2,1,243847,27,,S
603 | 602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S
604 | 603,0,1,"Harrington, Mr. Charles H",male,,0,0,113796,42.4,,S
605 | 604,0,3,"Torber, Mr. Ernst William",male,44,0,0,364511,8.05,,S
606 | 605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35,0,0,111426,26.55,,C
607 | 606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36,1,0,349910,15.55,,S
608 | 607,0,3,"Karaic, Mr. Milan",male,30,0,0,349246,7.8958,,S
609 | 608,1,1,"Daniel, Mr. Robert Williams",male,27,0,0,113804,30.5,,S
610 | 609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22,1,2,SC/Paris 2123,41.5792,,C
611 | 610,1,1,"Shutes, Miss. Elizabeth W",female,40,0,0,PC 17582,153.4625,C125,S
612 | 611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39,1,5,347082,31.275,,S
613 | 612,0,3,"Jardin, Mr. Jose Neto",male,,0,0,SOTON/O.Q. 3101305,7.05,,S
614 | 613,1,3,"Murphy, Miss. Margaret Jane",female,,1,0,367230,15.5,,Q
615 | 614,0,3,"Horgan, Mr. John",male,,0,0,370377,7.75,,Q
616 | 615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,,S
617 | 616,1,2,"Herman, Miss. Alice",female,24,1,2,220845,65,,S
618 | 617,0,3,"Danbom, Mr. Ernst Gilbert",male,34,1,1,347080,14.4,,S
619 | 618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26,1,0,A/5. 3336,16.1,,S
620 | 619,1,2,"Becker, Miss. Marion Louise",female,4,2,1,230136,39,F4,S
621 | 620,0,2,"Gavey, Mr. Lawrence",male,26,0,0,31028,10.5,,S
622 | 621,0,3,"Yasbeck, Mr. Antoni",male,27,1,0,2659,14.4542,,C
623 | 622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42,1,0,11753,52.5542,D19,S
624 | 623,1,3,"Nakid, Mr. Sahid",male,20,1,1,2653,15.7417,,C
625 | 624,0,3,"Hansen, Mr. Henry Damsgaard",male,21,0,0,350029,7.8542,,S
626 | 625,0,3,"Bowen, Mr. David John ""Dai""",male,21,0,0,54636,16.1,,S
627 | 626,0,1,"Sutton, Mr. Frederick",male,61,0,0,36963,32.3208,D50,S
628 | 627,0,2,"Kirkland, Rev. Charles Leonard",male,57,0,0,219533,12.35,,Q
629 | 628,1,1,"Longley, Miss. Gretchen Fiske",female,21,0,0,13502,77.9583,D9,S
630 | 629,0,3,"Bostandyeff, Mr. Guentcho",male,26,0,0,349224,7.8958,,S
631 | 630,0,3,"O'Connell, Mr. Patrick D",male,,0,0,334912,7.7333,,Q
632 | 631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80,0,0,27042,30,A23,S
633 | 632,0,3,"Lundahl, Mr. Johan Svensson",male,51,0,0,347743,7.0542,,S
634 | 633,1,1,"Stahelin-Maeglin, Dr. Max",male,32,0,0,13214,30.5,B50,C
635 | 634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0,,S
636 | 635,0,3,"Skoog, Miss. Mabel",female,9,3,2,347088,27.9,,S
637 | 636,1,2,"Davis, Miss. Mary",female,28,0,0,237668,13,,S
638 | 637,0,3,"Leinonen, Mr. Antti Gustaf",male,32,0,0,STON/O 2. 3101292,7.925,,S
639 | 638,0,2,"Collyer, Mr. Harvey",male,31,1,1,C.A. 31921,26.25,,S
640 | 639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41,0,5,3101295,39.6875,,S
641 | 640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S
642 | 641,0,3,"Jensen, Mr. Hans Peder",male,20,0,0,350050,7.8542,,S
643 | 642,1,1,"Sagesser, Mlle. Emma",female,24,0,0,PC 17477,69.3,B35,C
644 | 643,0,3,"Skoog, Miss. Margit Elizabeth",female,2,3,2,347088,27.9,,S
645 | 644,1,3,"Foo, Mr. Choong",male,,0,0,1601,56.4958,,S
646 | 645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C
647 | 646,1,1,"Harper, Mr. Henry Sleeper",male,48,1,0,PC 17572,76.7292,D33,C
648 | 647,0,3,"Cor, Mr. Liudevit",male,19,0,0,349231,7.8958,,S
649 | 648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56,0,0,13213,35.5,A26,C
650 | 649,0,3,"Willey, Mr. Edward",male,,0,0,S.O./P.P. 751,7.55,,S
651 | 650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23,0,0,CA. 2314,7.55,,S
652 | 651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S
653 | 652,1,2,"Doling, Miss. Elsie",female,18,0,1,231919,23,,S
654 | 653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21,0,0,8475,8.4333,,S
655 | 654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,,0,0,330919,7.8292,,Q
656 | 655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18,0,0,365226,6.75,,Q
657 | 656,0,2,"Hickman, Mr. Leonard Mark",male,24,2,0,S.O.C. 14879,73.5,,S
658 | 657,0,3,"Radeff, Mr. Alexander",male,,0,0,349223,7.8958,,S
659 | 658,0,3,"Bourke, Mrs. John (Catherine)",female,32,1,1,364849,15.5,,Q
660 | 659,0,2,"Eitemiller, Mr. George Floyd",male,23,0,0,29751,13,,S
661 | 660,0,1,"Newell, Mr. Arthur Webster",male,58,0,2,35273,113.275,D48,C
662 | 661,1,1,"Frauenthal, Dr. Henry William",male,50,2,0,PC 17611,133.65,,S
663 | 662,0,3,"Badt, Mr. Mohamed",male,40,0,0,2623,7.225,,C
664 | 663,0,1,"Colley, Mr. Edward Pomeroy",male,47,0,0,5727,25.5875,E58,S
665 | 664,0,3,"Coleff, Mr. Peju",male,36,0,0,349210,7.4958,,S
666 | 665,1,3,"Lindqvist, Mr. Eino William",male,20,1,0,STON/O 2. 3101285,7.925,,S
667 | 666,0,2,"Hickman, Mr. Lewis",male,32,2,0,S.O.C. 14879,73.5,,S
668 | 667,0,2,"Butler, Mr. Reginald Fenton",male,25,0,0,234686,13,,S
669 | 668,0,3,"Rommetvedt, Mr. Knud Paust",male,,0,0,312993,7.775,,S
670 | 669,0,3,"Cook, Mr. Jacob",male,43,0,0,A/5 3536,8.05,,S
671 | 670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52,C126,S
672 | 671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40,1,1,29750,39,,S
673 | 672,0,1,"Davidson, Mr. Thornton",male,31,1,0,F.C. 12750,52,B71,S
674 | 673,0,2,"Mitchell, Mr. Henry Michael",male,70,0,0,C.A. 24580,10.5,,S
675 | 674,1,2,"Wilhelms, Mr. Charles",male,31,0,0,244270,13,,S
676 | 675,0,2,"Watson, Mr. Ennis Hastings",male,,0,0,239856,0,,S
677 | 676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18,0,0,349912,7.775,,S
678 | 677,0,3,"Sawyer, Mr. Frederick Charles",male,24.5,0,0,342826,8.05,,S
679 | 678,1,3,"Turja, Miss. Anna Sofia",female,18,0,0,4138,9.8417,,S
680 | 679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43,1,6,CA 2144,46.9,,S
681 | 680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36,0,1,PC 17755,512.3292,B51 B53 B55,C
682 | 681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q
683 | 682,1,1,"Hassab, Mr. Hammad",male,27,0,0,PC 17572,76.7292,D49,C
684 | 683,0,3,"Olsvigen, Mr. Thor Anderson",male,20,0,0,6563,9.225,,S
685 | 684,0,3,"Goodwin, Mr. Charles Edward",male,14,5,2,CA 2144,46.9,,S
686 | 685,0,2,"Brown, Mr. Thomas William Solomon",male,60,1,1,29750,39,,S
687 | 686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25,1,2,SC/Paris 2123,41.5792,,C
688 | 687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,,S
689 | 688,0,3,"Dakic, Mr. Branko",male,19,0,0,349228,10.1708,,S
690 | 689,0,3,"Fischer, Mr. Eberhard Thelander",male,18,0,0,350036,7.7958,,S
691 | 690,1,1,"Madill, Miss. Georgette Alexandra",female,15,0,1,24160,211.3375,B5,S
692 | 691,1,1,"Dick, Mr. Albert Adrian",male,31,1,0,17474,57,B20,S
693 | 692,1,3,"Karun, Miss. Manca",female,4,0,1,349256,13.4167,,C
694 | 693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S
695 | 694,0,3,"Saad, Mr. Khalil",male,25,0,0,2672,7.225,,C
696 | 695,0,1,"Weir, Col. John",male,60,0,0,113800,26.55,,S
697 | 696,0,2,"Chapman, Mr. Charles Henry",male,52,0,0,248731,13.5,,S
698 | 697,0,3,"Kelly, Mr. James",male,44,0,0,363592,8.05,,S
699 | 698,1,3,"Mullens, Miss. Katherine ""Katie""",female,,0,0,35852,7.7333,,Q
700 | 699,0,1,"Thayer, Mr. John Borland",male,49,1,1,17421,110.8833,C68,C
701 | 700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42,0,0,348121,7.65,F G63,S
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703 | 702,1,1,"Silverthorne, Mr. Spencer Victor",male,35,0,0,PC 17475,26.2875,E24,S
704 | 703,0,3,"Barbara, Miss. Saiide",female,18,0,1,2691,14.4542,,C
705 | 704,0,3,"Gallagher, Mr. Martin",male,25,0,0,36864,7.7417,,Q
706 | 705,0,3,"Hansen, Mr. Henrik Juul",male,26,1,0,350025,7.8542,,S
707 | 706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39,0,0,250655,26,,S
708 | 707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45,0,0,223596,13.5,,S
709 | 708,1,1,"Calderhead, Mr. Edward Pennington",male,42,0,0,PC 17476,26.2875,E24,S
710 | 709,1,1,"Cleaver, Miss. Alice",female,22,0,0,113781,151.55,,S
711 | 710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C
712 | 711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24,0,0,PC 17482,49.5042,C90,C
713 | 712,0,1,"Klaber, Mr. Herman",male,,0,0,113028,26.55,C124,S
714 | 713,1,1,"Taylor, Mr. Elmer Zebley",male,48,1,0,19996,52,C126,S
715 | 714,0,3,"Larsson, Mr. August Viktor",male,29,0,0,7545,9.4833,,S
716 | 715,0,2,"Greenberg, Mr. Samuel",male,52,0,0,250647,13,,S
717 | 716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19,0,0,348124,7.65,F G73,S
718 | 717,1,1,"Endres, Miss. Caroline Louise",female,38,0,0,PC 17757,227.525,C45,C
719 | 718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27,0,0,34218,10.5,E101,S
720 | 719,0,3,"McEvoy, Mr. Michael",male,,0,0,36568,15.5,,Q
721 | 720,0,3,"Johnson, Mr. Malkolm Joackim",male,33,0,0,347062,7.775,,S
722 | 721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6,0,1,248727,33,,S
723 | 722,0,3,"Jensen, Mr. Svend Lauritz",male,17,1,0,350048,7.0542,,S
724 | 723,0,2,"Gillespie, Mr. William Henry",male,34,0,0,12233,13,,S
725 | 724,0,2,"Hodges, Mr. Henry Price",male,50,0,0,250643,13,,S
726 | 725,1,1,"Chambers, Mr. Norman Campbell",male,27,1,0,113806,53.1,E8,S
727 | 726,0,3,"Oreskovic, Mr. Luka",male,20,0,0,315094,8.6625,,S
728 | 727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30,3,0,31027,21,,S
729 | 728,1,3,"Mannion, Miss. Margareth",female,,0,0,36866,7.7375,,Q
730 | 729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25,1,0,236853,26,,S
731 | 730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25,1,0,STON/O2. 3101271,7.925,,S
732 | 731,1,1,"Allen, Miss. Elisabeth Walton",female,29,0,0,24160,211.3375,B5,S
733 | 732,0,3,"Hassan, Mr. Houssein G N",male,11,0,0,2699,18.7875,,C
734 | 733,0,2,"Knight, Mr. Robert J",male,,0,0,239855,0,,S
735 | 734,0,2,"Berriman, Mr. William John",male,23,0,0,28425,13,,S
736 | 735,0,2,"Troupiansky, Mr. Moses Aaron",male,23,0,0,233639,13,,S
737 | 736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S
738 | 737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48,1,3,W./C. 6608,34.375,,S
739 | 738,1,1,"Lesurer, Mr. Gustave J",male,35,0,0,PC 17755,512.3292,B101,C
740 | 739,0,3,"Ivanoff, Mr. Kanio",male,,0,0,349201,7.8958,,S
741 | 740,0,3,"Nankoff, Mr. Minko",male,,0,0,349218,7.8958,,S
742 | 741,1,1,"Hawksford, Mr. Walter James",male,,0,0,16988,30,D45,S
743 | 742,0,1,"Cavendish, Mr. Tyrell William",male,36,1,0,19877,78.85,C46,S
744 | 743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C
745 | 744,0,3,"McNamee, Mr. Neal",male,24,1,0,376566,16.1,,S
746 | 745,1,3,"Stranden, Mr. Juho",male,31,0,0,STON/O 2. 3101288,7.925,,S
747 | 746,0,1,"Crosby, Capt. Edward Gifford",male,70,1,1,WE/P 5735,71,B22,S
748 | 747,0,3,"Abbott, Mr. Rossmore Edward",male,16,1,1,C.A. 2673,20.25,,S
749 | 748,1,2,"Sinkkonen, Miss. Anna",female,30,0,0,250648,13,,S
750 | 749,0,1,"Marvin, Mr. Daniel Warner",male,19,1,0,113773,53.1,D30,S
751 | 750,0,3,"Connaghton, Mr. Michael",male,31,0,0,335097,7.75,,Q
752 | 751,1,2,"Wells, Miss. Joan",female,4,1,1,29103,23,,S
753 | 752,1,3,"Moor, Master. Meier",male,6,0,1,392096,12.475,E121,S
754 | 753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33,0,0,345780,9.5,,S
755 | 754,0,3,"Jonkoff, Mr. Lalio",male,23,0,0,349204,7.8958,,S
756 | 755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48,1,2,220845,65,,S
757 | 756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S
758 | 757,0,3,"Carlsson, Mr. August Sigfrid",male,28,0,0,350042,7.7958,,S
759 | 758,0,2,"Bailey, Mr. Percy Andrew",male,18,0,0,29108,11.5,,S
760 | 759,0,3,"Theobald, Mr. Thomas Leonard",male,34,0,0,363294,8.05,,S
761 | 760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33,0,0,110152,86.5,B77,S
762 | 761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S
763 | 762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41,0,0,SOTON/O2 3101272,7.125,,S
764 | 763,1,3,"Barah, Mr. Hanna Assi",male,20,0,0,2663,7.2292,,C
765 | 764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36,1,2,113760,120,B96 B98,S
766 | 765,0,3,"Eklund, Mr. Hans Linus",male,16,0,0,347074,7.775,,S
767 | 766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51,1,0,13502,77.9583,D11,S
768 | 767,0,1,"Brewe, Dr. Arthur Jackson",male,,0,0,112379,39.6,,C
769 | 768,0,3,"Mangan, Miss. Mary",female,30.5,0,0,364850,7.75,,Q
770 | 769,0,3,"Moran, Mr. Daniel J",male,,1,0,371110,24.15,,Q
771 | 770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32,0,0,8471,8.3625,,S
772 | 771,0,3,"Lievens, Mr. Rene Aime",male,24,0,0,345781,9.5,,S
773 | 772,0,3,"Jensen, Mr. Niels Peder",male,48,0,0,350047,7.8542,,S
774 | 773,0,2,"Mack, Mrs. (Mary)",female,57,0,0,S.O./P.P. 3,10.5,E77,S
775 | 774,0,3,"Elias, Mr. Dibo",male,,0,0,2674,7.225,,C
776 | 775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54,1,3,29105,23,,S
777 | 776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18,0,0,347078,7.75,,S
778 | 777,0,3,"Tobin, Mr. Roger",male,,0,0,383121,7.75,F38,Q
779 | 778,1,3,"Emanuel, Miss. Virginia Ethel",female,5,0,0,364516,12.475,,S
780 | 779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q
781 | 780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43,0,1,24160,211.3375,B3,S
782 | 781,1,3,"Ayoub, Miss. Banoura",female,13,0,0,2687,7.2292,,C
783 | 782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57,B20,S
784 | 783,0,1,"Long, Mr. Milton Clyde",male,29,0,0,113501,30,D6,S
785 | 784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S
786 | 785,0,3,"Ali, Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,,S
787 | 786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,,S
788 | 787,1,3,"Sjoblom, Miss. Anna Sofia",female,18,0,0,3101265,7.4958,,S
789 | 788,0,3,"Rice, Master. George Hugh",male,8,4,1,382652,29.125,,Q
790 | 789,1,3,"Dean, Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,,S
791 | 790,0,1,"Guggenheim, Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C
792 | 791,0,3,"Keane, Mr. Andrew ""Andy""",male,,0,0,12460,7.75,,Q
793 | 792,0,2,"Gaskell, Mr. Alfred",male,16,0,0,239865,26,,S
794 | 793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S
795 | 794,0,1,"Hoyt, Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C
796 | 795,0,3,"Dantcheff, Mr. Ristiu",male,25,0,0,349203,7.8958,,S
797 | 796,0,2,"Otter, Mr. Richard",male,39,0,0,28213,13,,S
798 | 797,1,1,"Leader, Dr. Alice (Farnham)",female,49,0,0,17465,25.9292,D17,S
799 | 798,1,3,"Osman, Mrs. Mara",female,31,0,0,349244,8.6833,,S
800 | 799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30,0,0,2685,7.2292,,C
801 | 800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,,S
802 | 801,0,2,"Ponesell, Mr. Martin",male,34,0,0,250647,13,,S
803 | 802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,,S
804 | 803,1,1,"Carter, Master. William Thornton II",male,11,1,2,113760,120,B96 B98,S
805 | 804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C
806 | 805,1,3,"Hedman, Mr. Oskar Arvid",male,27,0,0,347089,6.975,,S
807 | 806,0,3,"Johansson, Mr. Karl Johan",male,31,0,0,347063,7.775,,S
808 | 807,0,1,"Andrews, Mr. Thomas Jr",male,39,0,0,112050,0,A36,S
809 | 808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S
810 | 809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13,,S
811 | 810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S
812 | 811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S
813 | 812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,,S
814 | 813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S
815 | 814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S
816 | 815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S
817 | 816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S
818 | 817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S
819 | 818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C
820 | 819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S
821 | 820,0,3,"Skoog, Master. Karl Thorsten",male,10,3,2,347088,27.9,,S
822 | 821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S
823 | 822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S
824 | 823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S
825 | 824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S
826 | 825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S
827 | 826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q
828 | 827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
829 | 828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C
830 | 829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
831 | 830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28,
832 | 831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C
833 | 832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S
834 | 833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C
835 | 834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S
836 | 835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S
837 | 836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C
838 | 837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S
839 | 838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S
840 | 839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S
841 | 840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C
842 | 841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S
843 | 842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S
844 | 843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C
845 | 844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C
846 | 845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S
847 | 846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S
848 | 847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S
849 | 848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C
850 | 849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S
851 | 850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C
852 | 851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S
853 | 852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S
854 | 853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C
855 | 854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S
856 | 855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S
857 | 856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S
858 | 857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S
859 | 858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S
860 | 859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C
861 | 860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C
862 | 861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,,S
863 | 862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,,S
864 | 863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S
865 | 864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,,8,2,CA. 2343,69.55,,S
866 | 865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13,,S
867 | 866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13,,S
868 | 867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C
869 | 868,0,1,"Roebling, Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S
870 | 869,0,3,"van Melkebeke, Mr. Philemon",male,,0,0,345777,9.5,,S
871 | 870,1,3,"Johnson, Master. Harold Theodor",male,4,1,1,347742,11.1333,,S
872 | 871,0,3,"Balkic, Mr. Cerin",male,26,0,0,349248,7.8958,,S
873 | 872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S
874 | 873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S
875 | 874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9,,S
876 | 875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24,,C
877 | 876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,,C
878 | 877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S
879 | 878,0,3,"Petroff, Mr. Nedelio",male,19,0,0,349212,7.8958,,S
880 | 879,0,3,"Laleff, Mr. Kristo",male,,0,0,349217,7.8958,,S
881 | 880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C
882 | 881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S
883 | 882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S
884 | 883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S
885 | 884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S
886 | 885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S
887 | 886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q
888 | 887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
889 | 888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S
890 | 889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
891 | 890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
892 | 891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q
893 |
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