From e3f1f7154a75adbd825e22bedf8fc657518d6cf6 Mon Sep 17 00:00:00 2001
From: Anna Meyer <annapmeyer95@gmail.com>
Date: Wed, 28 Jun 2023 12:01:24 -0500
Subject: [PATCH] lab and projects 4

---
 sum23/labs/lab4/README.md                     |   60 +
 sum23/labs/lab4/images/README.md              |    3 +
 sum23/labs/lab4/images/add_new_cell.PNG       |  Bin 0 -> 7140 bytes
 sum23/labs/lab4/images/pokemon_stats.png      |  Bin 0 -> 36584 bytes
 .../lab4/images/type_effectiveness_stats.png  |  Bin 0 -> 29454 bytes
 sum23/labs/lab4/pokemon_stats.csv             |  982 ++++++
 sum23/labs/lab4/practice.ipynb                | 2781 +++++++++++++++++
 sum23/labs/lab4/practice_test.py              |   89 +
 sum23/labs/lab4/project.py                    |  120 +
 sum23/labs/lab4/type_effectiveness_stats.csv  |   19 +
 sum23/projects/p4/README.md                   |   40 +
 sum23/projects/p4/gen_csv.ipynb               |  371 +++
 sum23/projects/p4/images/README.md            |    3 +
 sum23/projects/p4/images/add_group_member.png |  Bin 0 -> 160694 bytes
 sum23/projects/p4/images/gradescope.png       |  Bin 0 -> 153964 bytes
 sum23/projects/p4/images/pokemon.jpg          |  Bin 0 -> 277406 bytes
 sum23/projects/p4/p4.ipynb                    | 2077 ++++++++++++
 sum23/projects/p4/p4_test.py                  |  252 ++
 sum23/projects/p4/pokemon_stats.csv           |  982 ++++++
 sum23/projects/p4/project.py                  |   85 +
 sum23/projects/p4/rubric.md                   |  122 +
 .../projects/p4/type_effectiveness_stats.csv  |   19 +
 22 files changed, 8005 insertions(+)
 create mode 100644 sum23/labs/lab4/README.md
 create mode 100644 sum23/labs/lab4/images/README.md
 create mode 100644 sum23/labs/lab4/images/add_new_cell.PNG
 create mode 100644 sum23/labs/lab4/images/pokemon_stats.png
 create mode 100644 sum23/labs/lab4/images/type_effectiveness_stats.png
 create mode 100644 sum23/labs/lab4/pokemon_stats.csv
 create mode 100644 sum23/labs/lab4/practice.ipynb
 create mode 100644 sum23/labs/lab4/practice_test.py
 create mode 100644 sum23/labs/lab4/project.py
 create mode 100644 sum23/labs/lab4/type_effectiveness_stats.csv
 create mode 100644 sum23/projects/p4/README.md
 create mode 100644 sum23/projects/p4/gen_csv.ipynb
 create mode 100644 sum23/projects/p4/images/README.md
 create mode 100644 sum23/projects/p4/images/add_group_member.png
 create mode 100644 sum23/projects/p4/images/gradescope.png
 create mode 100644 sum23/projects/p4/images/pokemon.jpg
 create mode 100644 sum23/projects/p4/p4.ipynb
 create mode 100644 sum23/projects/p4/p4_test.py
 create mode 100644 sum23/projects/p4/pokemon_stats.csv
 create mode 100644 sum23/projects/p4/project.py
 create mode 100644 sum23/projects/p4/rubric.md
 create mode 100644 sum23/projects/p4/type_effectiveness_stats.csv

diff --git a/sum23/labs/lab4/README.md b/sum23/labs/lab4/README.md
new file mode 100644
index 0000000..43d82b2
--- /dev/null
+++ b/sum23/labs/lab4/README.md
@@ -0,0 +1,60 @@
+# Lab 4: Conditional Statements and Pokémon API
+
+In P4, you will be playing with some Pokémon and you will simulate simple Pokémon battles using conditional statements. In Lab 4, you will learn to use `project.py`, which you will need to complete P4. You will also be introduced to some simple conditional statements and 'helper functions' which will be useful for P4.
+
+### Corrections/Clarifications
+
+None yet
+
+**Find any issues?** Let Jane or Adi know during lab, or create a Piazza post.
+
+------------------------------
+## Learning Objectives
+
+In this lab, you will practice...
+* Learning and using an 'API' (Application Programming Interface)
+* Building 'helper' functions that can be used to create more advanced functions
+* Writing conditions using if/elif/else statements
+* Writing advanced conditions using nested if/else statements
+* Writing advanced conditions using logical operators (or/and)
+
+------------------------------
+## Note on Academic Misconduct
+
+You may do these lab exercises only with your project partner; you are not allowed to start working on Lab 4 with one person, then do the project with a different partner.  Now may be a good time to review [our course policies](https://canvas.wisc.edu/courses/355767/pages/syllabus?module_item_id=6048035).
+
+------------------------------
+
+## Project partner
+
+We strongly recommend students find a project partner. Pair programming is a great way to learn from a fellow student. Project difficulty increases greatly in this course. Finding a project partner early on during the semester is a good idea.
+
+If you are still looking for a project partner, take a moment now to ask around the room if anyone would like to partner with you on this project. Then you can work with them on this lab as well as the project.
+
+------------------------------
+## Segment 1: Setup
+
+Create a `lab4` directory and download the following files into the `lab4` directory:
+
+* `project.py`
+* `pokemon_stats.csv`
+* `type_effectiveness_stats.csv`
+* `practice.ipynb`
+* `practice_test.py`
+
+**Note:** If you accidentally downloaded the file as a `.txt` (or `.cvs` or `.csv.txt`) instead of `.csv` (say `pokemon_stats.txt`), you can execute `mv pokemon_stats.txt pokemon_stats.csv` on a Terminal/PowerShell window. Recall that the `mv` (move) command lets you rename a source file (first argument in example: `pokemon_stats.txt`) to the destination file (second argument in example: `pokemon_stats.csv`).
+
+Once you have downloaded the files, open a Terminal/PowerShell window and navigate to your `lab4` directory.  Run `ls` to make sure the above files are available.
+
+------------------------------
+## Segment 2: Learning the API
+
+You will be finishing the rest of your lab on `practice.ipynb`. Run the command `jupyter notebook` from your Terminal/PowerShell window. Remember not to close this Terminal/PowerShell window while Jupyter is running, and open a new Terminal/PowerShell window if necessary.
+
+**Note:** For P4, you will be working on `p4.ipynb` which is very similar to `practice.ipynb`.
+
+**Note:** Unlike `p4.ipynb`, you do **not** have to submit `practice.ipynb`. This notebook is solely for your practice.
+
+------------------------------
+
+You can now get started with [P4](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/sum23/projects/p4). **You can copy/paste and use any helper function that you have created here in P4.** Good luck and have fun!
diff --git a/sum23/labs/lab4/images/README.md b/sum23/labs/lab4/images/README.md
new file mode 100644
index 0000000..2ec21d5
--- /dev/null
+++ b/sum23/labs/lab4/images/README.md
@@ -0,0 +1,3 @@
+# Images
+
+Images from lab-p4 are stored here.
diff --git a/sum23/labs/lab4/images/add_new_cell.PNG b/sum23/labs/lab4/images/add_new_cell.PNG
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diff --git a/sum23/labs/lab4/pokemon_stats.csv b/sum23/labs/lab4/pokemon_stats.csv
new file mode 100644
index 0000000..68976ed
--- /dev/null
+++ b/sum23/labs/lab4/pokemon_stats.csv
@@ -0,0 +1,982 @@
+,Name,Attack,Defense,HP,Region,Sp. Atk,Sp. Def,Speed,Type 1,Type 2
+0,Bulbasaur,49,49,45,Kanto,65,65,45,Grass,Poison
+1,Ivysaur,62,63,60,Kanto,80,80,60,Grass,Poison
+2,Venusaur,82,83,80,Kanto,100,100,80,Grass,Poison
+3,Charmander,52,43,39,Kanto,60,50,65,Fire,DNE
+4,Charmeleon,64,58,58,Kanto,80,65,80,Fire,DNE
+5,Charizard,84,78,78,Kanto,109,85,100,Fire,Flying
+6,Squirtle,48,65,44,Kanto,50,64,43,Water,DNE
+7,Wartortle,63,80,59,Kanto,65,80,58,Water,DNE
+8,Blastoise,83,100,79,Kanto,85,105,78,Water,DNE
+9,Caterpie,30,35,45,Kanto,20,20,45,Bug,DNE
+10,Metapod,20,55,50,Kanto,25,25,30,Bug,DNE
+11,Butterfree,45,50,60,Kanto,90,80,70,Bug,Flying
+12,Weedle,35,30,40,Kanto,20,20,50,Bug,Poison
+13,Kakuna,25,50,45,Kanto,25,25,35,Bug,Poison
+14,Beedrill,90,40,65,Kanto,45,80,75,Bug,Poison
+15,Pidgey,45,40,40,Kanto,35,35,56,Normal,Flying
+16,Pidgeotto,60,55,63,Kanto,50,50,71,Normal,Flying
+17,Pidgeot,80,75,83,Kanto,70,70,101,Normal,Flying
+18,Rattata,56,35,30,Kanto,25,35,72,Normal,DNE
+19,Raticate,81,60,55,Kanto,50,70,97,Normal,DNE
+20,Spearow,60,30,40,Kanto,31,31,70,Normal,Flying
+21,Fearow,90,65,65,Kanto,61,61,100,Normal,Flying
+22,Ekans,60,44,35,Kanto,40,54,55,Poison,DNE
+23,Arbok,95,69,60,Kanto,65,79,80,Poison,DNE
+24,Pikachu,55,40,35,Kanto,50,50,90,Electric,DNE
+25,Raichu,90,55,60,Kanto,90,80,110,Electric,DNE
+26,Sandshrew,75,85,50,Kanto,20,30,40,Ground,DNE
+27,Sandslash,100,110,75,Kanto,45,55,65,Ground,DNE
+28,Nidorina,62,67,70,Kanto,55,55,56,Poison,DNE
+29,Nidoqueen,92,87,90,Kanto,75,85,76,Poison,Ground
+30,Nidorino,72,57,61,Kanto,55,55,65,Poison,DNE
+31,Nidoking,102,77,81,Kanto,85,75,85,Poison,Ground
+32,Clefairy,45,48,70,Kanto,60,65,35,Fairy,DNE
+33,Clefable,70,73,95,Kanto,95,90,60,Fairy,DNE
+34,Vulpix,41,40,38,Kanto,50,65,65,Fire,DNE
+35,Ninetales,76,75,73,Kanto,81,100,100,Fire,DNE
+36,Jigglypuff,45,20,115,Kanto,45,25,20,Normal,Fairy
+37,Wigglytuff,70,45,140,Kanto,85,50,45,Normal,Fairy
+38,Zubat,45,35,40,Kanto,30,40,55,Poison,Flying
+39,Golbat,80,70,75,Kanto,65,75,90,Poison,Flying
+40,Oddish,50,55,45,Kanto,75,65,30,Grass,Poison
+41,Gloom,65,70,60,Kanto,85,75,40,Grass,Poison
+42,Vileplume,80,85,75,Kanto,110,90,50,Grass,Poison
+43,Paras,70,55,35,Kanto,45,55,25,Bug,Grass
+44,Parasect,95,80,60,Kanto,60,80,30,Bug,Grass
+45,Venonat,55,50,60,Kanto,40,55,45,Bug,Poison
+46,Venomoth,65,60,70,Kanto,90,75,90,Bug,Poison
+47,Diglett,55,25,10,Kanto,35,45,95,Ground,DNE
+48,Dugtrio,100,50,35,Kanto,50,70,120,Ground,DNE
+49,Meowth,45,35,40,Kanto,40,40,90,Normal,DNE
+50,Persian,70,60,65,Kanto,65,65,115,Normal,DNE
+51,Psyduck,52,48,50,Kanto,65,50,55,Water,DNE
+52,Golduck,82,78,80,Kanto,95,80,85,Water,DNE
+53,Mankey,80,35,40,Kanto,35,45,70,Fighting,DNE
+54,Primeape,105,60,65,Kanto,60,70,95,Fighting,DNE
+55,Growlithe,70,45,55,Kanto,70,50,60,Fire,DNE
+56,Arcanine,110,80,90,Kanto,100,80,95,Fire,DNE
+57,Poliwag,50,40,40,Kanto,40,40,90,Water,DNE
+58,Poliwhirl,65,65,65,Kanto,50,50,90,Water,DNE
+59,Poliwrath,95,95,90,Kanto,70,90,70,Water,Fighting
+60,Abra,20,15,25,Kanto,105,55,90,Psychic,DNE
+61,Kadabra,35,30,40,Kanto,120,70,105,Psychic,DNE
+62,Alakazam,50,45,55,Kanto,135,95,120,Psychic,DNE
+63,Machop,80,50,70,Kanto,35,35,35,Fighting,DNE
+64,Machoke,100,70,80,Kanto,50,60,45,Fighting,DNE
+65,Machamp,130,80,90,Kanto,65,85,55,Fighting,DNE
+66,Bellsprout,75,35,50,Kanto,70,30,40,Grass,Poison
+67,Weepinbell,90,50,65,Kanto,85,45,55,Grass,Poison
+68,Victreebel,105,65,80,Kanto,100,70,70,Grass,Poison
+69,Tentacool,40,35,40,Kanto,50,100,70,Water,Poison
+70,Tentacruel,70,65,80,Kanto,80,120,100,Water,Poison
+71,Geodude,80,100,40,Kanto,30,30,20,Rock,Ground
+72,Graveler,95,115,55,Kanto,45,45,35,Rock,Ground
+73,Golem,120,130,80,Kanto,55,65,45,Rock,Ground
+74,Ponyta,85,55,50,Kanto,65,65,90,Fire,DNE
+75,Rapidash,100,70,65,Kanto,80,80,105,Fire,DNE
+76,Slowpoke,65,65,90,Kanto,40,40,15,Water,Psychic
+77,Slowbro,75,110,95,Kanto,100,80,30,Water,Psychic
+78,Magnemite,35,70,25,Kanto,95,55,45,Electric,Steel
+79,Magneton,60,95,50,Kanto,120,70,70,Electric,Steel
+80,Doduo,85,45,35,Kanto,35,35,75,Normal,Flying
+81,Dodrio,110,70,60,Kanto,60,60,110,Normal,Flying
+82,Seel,45,55,65,Kanto,45,70,45,Water,DNE
+83,Dewgong,70,80,90,Kanto,70,95,70,Water,Ice
+84,Grimer,80,50,80,Kanto,40,50,25,Poison,DNE
+85,Muk,105,75,105,Kanto,65,100,50,Poison,DNE
+86,Shellder,65,100,30,Kanto,45,25,40,Water,DNE
+87,Cloyster,95,180,50,Kanto,85,45,70,Water,Ice
+88,Gastly,35,30,30,Kanto,100,35,80,Ghost,Poison
+89,Haunter,50,45,45,Kanto,115,55,95,Ghost,Poison
+90,Gengar,65,60,60,Kanto,130,75,110,Ghost,Poison
+91,Onix,45,160,35,Kanto,30,45,70,Rock,Ground
+92,Drowzee,48,45,60,Kanto,43,90,42,Psychic,DNE
+93,Hypno,73,70,85,Kanto,73,115,67,Psychic,DNE
+94,Krabby,105,90,30,Kanto,25,25,50,Water,DNE
+95,Kingler,130,115,55,Kanto,50,50,75,Water,DNE
+96,Voltorb,30,50,40,Kanto,55,55,100,Electric,DNE
+97,Electrode,50,70,60,Kanto,80,80,150,Electric,DNE
+98,Exeggcute,40,80,60,Kanto,60,45,40,Grass,Psychic
+99,Exeggutor,95,85,95,Kanto,125,75,55,Grass,Psychic
+100,Cubone,50,95,50,Kanto,40,50,35,Ground,DNE
+101,Marowak,80,110,60,Kanto,50,80,45,Ground,DNE
+102,Hitmonlee,120,53,50,Kanto,35,110,87,Fighting,DNE
+103,Hitmonchan,105,79,50,Kanto,35,110,76,Fighting,DNE
+104,Lickitung,55,75,90,Kanto,60,75,30,Normal,DNE
+105,Koffing,65,95,40,Kanto,60,45,35,Poison,DNE
+106,Weezing,90,120,65,Kanto,85,70,60,Poison,DNE
+107,Rhyhorn,85,95,80,Kanto,30,30,25,Ground,Rock
+108,Rhydon,130,120,105,Kanto,45,45,40,Ground,Rock
+109,Chansey,5,5,250,Kanto,35,105,50,Normal,DNE
+110,Tangela,55,115,65,Kanto,100,40,60,Grass,DNE
+111,Kangaskhan,95,80,105,Kanto,40,80,90,Normal,DNE
+112,Horsea,40,70,30,Kanto,70,25,60,Water,DNE
+113,Seadra,65,95,55,Kanto,95,45,85,Water,DNE
+114,Goldeen,67,60,45,Kanto,35,50,63,Water,DNE
+115,Seaking,92,65,80,Kanto,65,80,68,Water,DNE
+116,Staryu,45,55,30,Kanto,70,55,85,Water,DNE
+117,Starmie,75,85,60,Kanto,100,85,115,Water,Psychic
+118,Scyther,110,80,70,Kanto,55,80,105,Bug,Flying
+119,Jynx,50,35,65,Kanto,115,95,95,Ice,Psychic
+120,Electabuzz,83,57,65,Kanto,95,85,105,Electric,DNE
+121,Magmar,95,57,65,Kanto,100,85,93,Fire,DNE
+122,Pinsir,125,100,65,Kanto,55,70,85,Bug,DNE
+123,Tauros,100,95,75,Kanto,40,70,110,Normal,DNE
+124,Magikarp,10,55,20,Kanto,15,20,80,Water,DNE
+125,Gyarados,125,79,95,Kanto,60,100,81,Water,Flying
+126,Lapras,85,80,130,Kanto,85,95,60,Water,Ice
+127,Ditto,48,48,48,Kanto,48,48,48,Normal,DNE
+128,Eevee,55,50,55,Kanto,45,65,55,Normal,DNE
+129,Vaporeon,65,60,130,Kanto,110,95,65,Water,DNE
+130,Jolteon,65,60,65,Kanto,110,95,130,Electric,DNE
+131,Flareon,130,60,65,Kanto,95,110,65,Fire,DNE
+132,Porygon,60,70,65,Kanto,85,75,40,Normal,DNE
+133,Omanyte,40,100,35,Kanto,90,55,35,Rock,Water
+134,Omastar,60,125,70,Kanto,115,70,55,Rock,Water
+135,Kabuto,80,90,30,Kanto,55,45,55,Rock,Water
+136,Kabutops,115,105,60,Kanto,65,70,80,Rock,Water
+137,Aerodactyl,105,65,80,Kanto,60,75,130,Rock,Flying
+138,Snorlax,110,65,160,Kanto,65,110,30,Normal,DNE
+139,Articuno,85,100,90,Kanto,95,125,85,Ice,Flying
+140,Zapdos,90,85,90,Kanto,125,90,100,Electric,Flying
+141,Moltres,100,90,90,Kanto,125,85,90,Fire,Flying
+142,Dratini,64,45,41,Kanto,50,50,50,Dragon,DNE
+143,Dragonair,84,65,61,Kanto,70,70,70,Dragon,DNE
+144,Dragonite,134,95,91,Kanto,100,100,80,Dragon,Flying
+145,Mewtwo,110,90,106,Kanto,154,90,130,Psychic,DNE
+146,Mew,100,100,100,Kanto,100,100,100,Psychic,DNE
+147,Chikorita,49,65,45,Johto,49,65,45,Grass,DNE
+148,Bayleef,62,80,60,Johto,63,80,60,Grass,DNE
+149,Meganium,82,100,80,Johto,83,100,80,Grass,DNE
+150,Cyndaquil,52,43,39,Johto,60,50,65,Fire,DNE
+151,Quilava,64,58,58,Johto,80,65,80,Fire,DNE
+152,Typhlosion,84,78,78,Johto,109,85,100,Fire,DNE
+153,Totodile,65,64,50,Johto,44,48,43,Water,DNE
+154,Croconaw,80,80,65,Johto,59,63,58,Water,DNE
+155,Feraligatr,105,100,85,Johto,79,83,78,Water,DNE
+156,Sentret,46,34,35,Johto,35,45,20,Normal,DNE
+157,Furret,76,64,85,Johto,45,55,90,Normal,DNE
+158,Hoothoot,30,30,60,Johto,36,56,50,Normal,Flying
+159,Noctowl,50,50,100,Johto,86,96,70,Normal,Flying
+160,Ledyba,20,30,40,Johto,40,80,55,Bug,Flying
+161,Ledian,35,50,55,Johto,55,110,85,Bug,Flying
+162,Spinarak,60,40,40,Johto,40,40,30,Bug,Poison
+163,Ariados,90,70,70,Johto,60,70,40,Bug,Poison
+164,Crobat,90,80,85,Johto,70,80,130,Poison,Flying
+165,Chinchou,38,38,75,Johto,56,56,67,Water,Electric
+166,Lanturn,58,58,125,Johto,76,76,67,Water,Electric
+167,Pichu,40,15,20,Johto,35,35,60,Electric,DNE
+168,Cleffa,25,28,50,Johto,45,55,15,Fairy,DNE
+169,Igglybuff,30,15,90,Johto,40,20,15,Normal,Fairy
+170,Togepi,20,65,35,Johto,40,65,20,Fairy,DNE
+171,Togetic,40,85,55,Johto,80,105,40,Fairy,Flying
+172,Natu,50,45,40,Johto,70,45,70,Psychic,Flying
+173,Xatu,75,70,65,Johto,95,70,95,Psychic,Flying
+174,Mareep,40,40,55,Johto,65,45,35,Electric,DNE
+175,Flaaffy,55,55,70,Johto,80,60,45,Electric,DNE
+176,Ampharos,75,85,90,Johto,115,90,55,Electric,DNE
+177,Bellossom,80,95,75,Johto,90,100,50,Grass,DNE
+178,Marill,20,50,70,Johto,20,50,40,Water,Fairy
+179,Azumarill,50,80,100,Johto,60,80,50,Water,Fairy
+180,Sudowoodo,100,115,70,Johto,30,65,30,Rock,DNE
+181,Politoed,75,75,90,Johto,90,100,70,Water,DNE
+182,Hoppip,35,40,35,Johto,35,55,50,Grass,Flying
+183,Skiploom,45,50,55,Johto,45,65,80,Grass,Flying
+184,Jumpluff,55,70,75,Johto,55,95,110,Grass,Flying
+185,Aipom,70,55,55,Johto,40,55,85,Normal,DNE
+186,Sunkern,30,30,30,Johto,30,30,30,Grass,DNE
+187,Sunflora,75,55,75,Johto,105,85,30,Grass,DNE
+188,Yanma,65,45,65,Johto,75,45,95,Bug,Flying
+189,Wooper,45,45,55,Johto,25,25,15,Water,Ground
+190,Quagsire,85,85,95,Johto,65,65,35,Water,Ground
+191,Espeon,65,60,65,Johto,130,95,110,Psychic,DNE
+192,Umbreon,65,110,95,Johto,60,130,65,Dark,DNE
+193,Murkrow,85,42,60,Johto,85,42,91,Dark,Flying
+194,Slowking,75,80,95,Johto,100,110,30,Water,Psychic
+195,Misdreavus,60,60,60,Johto,85,85,85,Ghost,DNE
+196,Unown,72,48,48,Johto,72,48,48,Psychic,DNE
+197,Wobbuffet,33,58,190,Johto,33,58,33,Psychic,DNE
+198,Girafarig,80,65,70,Johto,90,65,85,Normal,Psychic
+199,Pineco,65,90,50,Johto,35,35,15,Bug,DNE
+200,Forretress,90,140,75,Johto,60,60,40,Bug,Steel
+201,Dunsparce,70,70,100,Johto,65,65,45,Normal,DNE
+202,Gligar,75,105,65,Johto,35,65,85,Ground,Flying
+203,Steelix,85,200,75,Johto,55,65,30,Steel,Ground
+204,Snubbull,80,50,60,Johto,40,40,30,Fairy,DNE
+205,Granbull,120,75,90,Johto,60,60,45,Fairy,DNE
+206,Qwilfish,95,85,65,Johto,55,55,85,Water,Poison
+207,Scizor,130,100,70,Johto,55,80,65,Bug,Steel
+208,Shuckle,10,230,20,Johto,10,230,5,Bug,Rock
+209,Heracross,125,75,80,Johto,40,95,85,Bug,Fighting
+210,Sneasel,95,55,55,Johto,35,75,115,Dark,Ice
+211,Teddiursa,80,50,60,Johto,50,50,40,Normal,DNE
+212,Ursaring,130,75,90,Johto,75,75,55,Normal,DNE
+213,Slugma,40,40,40,Johto,70,40,20,Fire,DNE
+214,Magcargo,50,120,60,Johto,90,80,30,Fire,Rock
+215,Swinub,50,40,50,Johto,30,30,50,Ice,Ground
+216,Piloswine,100,80,100,Johto,60,60,50,Ice,Ground
+217,Corsola,55,95,65,Johto,65,95,35,Water,Rock
+218,Remoraid,65,35,35,Johto,65,35,65,Water,DNE
+219,Octillery,105,75,75,Johto,105,75,45,Water,DNE
+220,Delibird,55,45,45,Johto,65,45,75,Ice,Flying
+221,Mantine,40,70,85,Johto,80,140,70,Water,Flying
+222,Skarmory,80,140,65,Johto,40,70,70,Steel,Flying
+223,Houndour,60,30,45,Johto,80,50,65,Dark,Fire
+224,Houndoom,90,50,75,Johto,110,80,95,Dark,Fire
+225,Kingdra,95,95,75,Johto,95,95,85,Water,Dragon
+226,Phanpy,60,60,90,Johto,40,40,40,Ground,DNE
+227,Donphan,120,120,90,Johto,60,60,50,Ground,DNE
+228,Porygon2,80,90,85,Johto,105,95,60,Normal,DNE
+229,Stantler,95,62,73,Johto,85,65,85,Normal,DNE
+230,Smeargle,20,35,55,Johto,20,45,75,Normal,DNE
+231,Tyrogue,35,35,35,Johto,35,35,35,Fighting,DNE
+232,Hitmontop,95,95,50,Johto,35,110,70,Fighting,DNE
+233,Smoochum,30,15,45,Johto,85,65,65,Ice,Psychic
+234,Elekid,63,37,45,Johto,65,55,95,Electric,DNE
+235,Magby,75,37,45,Johto,70,55,83,Fire,DNE
+236,Miltank,80,105,95,Johto,40,70,100,Normal,DNE
+237,Blissey,10,10,255,Johto,75,135,55,Normal,DNE
+238,Raikou,85,75,90,Johto,115,100,115,Electric,DNE
+239,Entei,115,85,115,Johto,90,75,100,Fire,DNE
+240,Suicune,75,115,100,Johto,90,115,85,Water,DNE
+241,Larvitar,64,50,50,Johto,45,50,41,Rock,Ground
+242,Pupitar,84,70,70,Johto,65,70,51,Rock,Ground
+243,Tyranitar,134,110,100,Johto,95,100,61,Rock,Dark
+244,Lugia,90,130,106,Johto,90,154,110,Psychic,Flying
+245,Ho-oh,130,90,106,Johto,110,154,90,Fire,Flying
+246,Celebi,100,100,100,Johto,100,100,100,Psychic,Grass
+247,Treecko,45,35,40,Hoenn,65,55,70,Grass,DNE
+248,Grovyle,65,45,50,Hoenn,85,65,95,Grass,DNE
+249,Sceptile,85,65,70,Hoenn,105,85,120,Grass,DNE
+250,Torchic,60,40,45,Hoenn,70,50,45,Fire,DNE
+251,Combusken,85,60,60,Hoenn,85,60,55,Fire,Fighting
+252,Blaziken,120,70,80,Hoenn,110,70,80,Fire,Fighting
+253,Mudkip,70,50,50,Hoenn,50,50,40,Water,DNE
+254,Marshtomp,85,70,70,Hoenn,60,70,50,Water,Ground
+255,Swampert,110,90,100,Hoenn,85,90,60,Water,Ground
+256,Poochyena,55,35,35,Hoenn,30,30,35,Dark,DNE
+257,Mightyena,90,70,70,Hoenn,60,60,70,Dark,DNE
+258,Zigzagoon,30,41,38,Hoenn,30,41,60,Normal,DNE
+259,Linoone,70,61,78,Hoenn,50,61,100,Normal,DNE
+260,Wurmple,45,35,45,Hoenn,20,30,20,Bug,DNE
+261,Silcoon,35,55,50,Hoenn,25,25,15,Bug,DNE
+262,Beautifly,70,50,60,Hoenn,100,50,65,Bug,Flying
+263,Cascoon,35,55,50,Hoenn,25,25,15,Bug,DNE
+264,Dustox,50,70,60,Hoenn,50,90,65,Bug,Poison
+265,Lotad,30,30,40,Hoenn,40,50,30,Water,Grass
+266,Lombre,50,50,60,Hoenn,60,70,50,Water,Grass
+267,Ludicolo,70,70,80,Hoenn,90,100,70,Water,Grass
+268,Seedot,40,50,40,Hoenn,30,30,30,Grass,DNE
+269,Nuzleaf,70,40,70,Hoenn,60,40,60,Grass,Dark
+270,Shiftry,100,60,90,Hoenn,90,60,80,Grass,Dark
+271,Taillow,55,30,40,Hoenn,30,30,85,Normal,Flying
+272,Swellow,85,60,60,Hoenn,75,50,125,Normal,Flying
+273,Wingull,30,30,40,Hoenn,55,30,85,Water,Flying
+274,Pelipper,50,100,60,Hoenn,95,70,65,Water,Flying
+275,Ralts,25,25,28,Hoenn,45,35,40,Psychic,Fairy
+276,Kirlia,35,35,38,Hoenn,65,55,50,Psychic,Fairy
+277,Gardevoir,65,65,68,Hoenn,125,115,80,Psychic,Fairy
+278,Surskit,30,32,40,Hoenn,50,52,65,Bug,Water
+279,Masquerain,60,62,70,Hoenn,100,82,80,Bug,Flying
+280,Shroomish,40,60,60,Hoenn,40,60,35,Grass,DNE
+281,Breloom,130,80,60,Hoenn,60,60,70,Grass,Fighting
+282,Slakoth,60,60,60,Hoenn,35,35,30,Normal,DNE
+283,Vigoroth,80,80,80,Hoenn,55,55,90,Normal,DNE
+284,Slaking,160,100,150,Hoenn,95,65,100,Normal,DNE
+285,Nincada,45,90,31,Hoenn,30,30,40,Bug,Ground
+286,Ninjask,90,45,61,Hoenn,50,50,160,Bug,Flying
+287,Shedinja,90,45,1,Hoenn,30,30,40,Bug,Ghost
+288,Whismur,51,23,64,Hoenn,51,23,28,Normal,DNE
+289,Loudred,71,43,84,Hoenn,71,43,48,Normal,DNE
+290,Exploud,91,63,104,Hoenn,91,73,68,Normal,DNE
+291,Makuhita,60,30,72,Hoenn,20,30,25,Fighting,DNE
+292,Hariyama,120,60,144,Hoenn,40,60,50,Fighting,DNE
+293,Azurill,20,40,50,Hoenn,20,40,20,Normal,Fairy
+294,Nosepass,45,135,30,Hoenn,45,90,30,Rock,DNE
+295,Skitty,45,45,50,Hoenn,35,35,50,Normal,DNE
+296,Delcatty,65,65,70,Hoenn,55,55,90,Normal,DNE
+297,Sableye,75,75,50,Hoenn,65,65,50,Dark,Ghost
+298,Mawile,85,85,50,Hoenn,55,55,50,Steel,Fairy
+299,Aron,70,100,50,Hoenn,40,40,30,Steel,Rock
+300,Lairon,90,140,60,Hoenn,50,50,40,Steel,Rock
+301,Aggron,110,180,70,Hoenn,60,60,50,Steel,Rock
+302,Meditite,40,55,30,Hoenn,40,55,60,Fighting,Psychic
+303,Medicham,60,75,60,Hoenn,60,75,80,Fighting,Psychic
+304,Electrike,45,40,40,Hoenn,65,40,65,Electric,DNE
+305,Manectric,75,60,70,Hoenn,105,60,105,Electric,DNE
+306,Plusle,50,40,60,Hoenn,85,75,95,Electric,DNE
+307,Minun,40,50,60,Hoenn,75,85,95,Electric,DNE
+308,Volbeat,73,75,65,Hoenn,47,85,85,Bug,DNE
+309,Illumise,47,75,65,Hoenn,73,85,85,Bug,DNE
+310,Roselia,60,45,50,Hoenn,100,80,65,Grass,Poison
+311,Gulpin,43,53,70,Hoenn,43,53,40,Poison,DNE
+312,Swalot,73,83,100,Hoenn,73,83,55,Poison,DNE
+313,Carvanha,90,20,45,Hoenn,65,20,65,Water,Dark
+314,Sharpedo,120,40,70,Hoenn,95,40,95,Water,Dark
+315,Wailmer,70,35,130,Hoenn,70,35,60,Water,DNE
+316,Wailord,90,45,170,Hoenn,90,45,60,Water,DNE
+317,Numel,60,40,60,Hoenn,65,45,35,Fire,Ground
+318,Camerupt,100,70,70,Hoenn,105,75,40,Fire,Ground
+319,Torkoal,85,140,70,Hoenn,85,70,20,Fire,DNE
+320,Spoink,25,35,60,Hoenn,70,80,60,Psychic,DNE
+321,Grumpig,45,65,80,Hoenn,90,110,80,Psychic,DNE
+322,Spinda,60,60,60,Hoenn,60,60,60,Normal,DNE
+323,Trapinch,100,45,45,Hoenn,45,45,10,Ground,DNE
+324,Vibrava,70,50,50,Hoenn,50,50,70,Ground,Dragon
+325,Flygon,100,80,80,Hoenn,80,80,100,Ground,Dragon
+326,Cacnea,85,40,50,Hoenn,85,40,35,Grass,DNE
+327,Cacturne,115,60,70,Hoenn,115,60,55,Grass,Dark
+328,Swablu,40,60,45,Hoenn,40,75,50,Normal,Flying
+329,Altaria,70,90,75,Hoenn,70,105,80,Dragon,Flying
+330,Zangoose,115,60,73,Hoenn,60,60,90,Normal,DNE
+331,Seviper,100,60,73,Hoenn,100,60,65,Poison,DNE
+332,Lunatone,55,65,90,Hoenn,95,85,70,Rock,Psychic
+333,Solrock,95,85,90,Hoenn,55,65,70,Rock,Psychic
+334,Barboach,48,43,50,Hoenn,46,41,60,Water,Ground
+335,Whiscash,78,73,110,Hoenn,76,71,60,Water,Ground
+336,Corphish,80,65,43,Hoenn,50,35,35,Water,DNE
+337,Crawdaunt,120,85,63,Hoenn,90,55,55,Water,Dark
+338,Baltoy,40,55,40,Hoenn,40,70,55,Ground,Psychic
+339,Claydol,70,105,60,Hoenn,70,120,75,Ground,Psychic
+340,Lileep,41,77,66,Hoenn,61,87,23,Rock,Grass
+341,Cradily,81,97,86,Hoenn,81,107,43,Rock,Grass
+342,Anorith,95,50,45,Hoenn,40,50,75,Rock,Bug
+343,Armaldo,125,100,75,Hoenn,70,80,45,Rock,Bug
+344,Feebas,15,20,20,Hoenn,10,55,80,Water,DNE
+345,Milotic,60,79,95,Hoenn,100,125,81,Water,DNE
+346,Castform,70,70,70,Hoenn,70,70,70,Normal,DNE
+347,Kecleon,90,70,60,Hoenn,60,120,40,Normal,DNE
+348,Shuppet,75,35,44,Hoenn,63,33,45,Ghost,DNE
+349,Banette,115,65,64,Hoenn,83,63,65,Ghost,DNE
+350,Duskull,40,90,20,Hoenn,30,90,25,Ghost,DNE
+351,Dusclops,70,130,40,Hoenn,60,130,25,Ghost,DNE
+352,Tropius,68,83,99,Hoenn,72,87,51,Grass,Flying
+353,Chimecho,50,80,75,Hoenn,95,90,65,Psychic,DNE
+354,Absol,130,60,65,Hoenn,75,60,75,Dark,DNE
+355,Wynaut,23,48,95,Hoenn,23,48,23,Psychic,DNE
+356,Snorunt,50,50,50,Hoenn,50,50,50,Ice,DNE
+357,Glalie,80,80,80,Hoenn,80,80,80,Ice,DNE
+358,Spheal,40,50,70,Hoenn,55,50,25,Ice,Water
+359,Sealeo,60,70,90,Hoenn,75,70,45,Ice,Water
+360,Walrein,80,90,110,Hoenn,95,90,65,Ice,Water
+361,Clamperl,64,85,35,Hoenn,74,55,32,Water,DNE
+362,Huntail,104,105,55,Hoenn,94,75,52,Water,DNE
+363,Gorebyss,84,105,55,Hoenn,114,75,52,Water,DNE
+364,Relicanth,90,130,100,Hoenn,45,65,55,Water,Rock
+365,Luvdisc,30,55,43,Hoenn,40,65,97,Water,DNE
+366,Bagon,75,60,45,Hoenn,40,30,50,Dragon,DNE
+367,Shelgon,95,100,65,Hoenn,60,50,50,Dragon,DNE
+368,Salamence,135,80,95,Hoenn,110,80,100,Dragon,Flying
+369,Beldum,55,80,40,Hoenn,35,60,30,Steel,Psychic
+370,Metang,75,100,60,Hoenn,55,80,50,Steel,Psychic
+371,Metagross,135,130,80,Hoenn,95,90,70,Steel,Psychic
+372,Regirock,100,200,80,Hoenn,50,100,50,Rock,DNE
+373,Regice,50,100,80,Hoenn,100,200,50,Ice,DNE
+374,Registeel,75,150,80,Hoenn,75,150,50,Steel,DNE
+375,Latias,80,90,80,Hoenn,110,130,110,Dragon,Psychic
+376,Latios,90,80,80,Hoenn,130,110,110,Dragon,Psychic
+377,Kyogre,100,90,100,Hoenn,150,140,90,Water,DNE
+378,Groudon,150,140,100,Hoenn,100,90,90,Ground,DNE
+379,Rayquaza,150,90,105,Hoenn,150,90,95,Dragon,Flying
+380,Jirachi,100,100,100,Hoenn,100,100,100,Steel,Psychic
+381,Deoxys,150,50,50,Hoenn,150,50,150,Psychic,DNE
+382,Turtwig,68,64,55,Sinnoh,45,55,31,Grass,DNE
+383,Grotle,89,85,75,Sinnoh,55,65,36,Grass,DNE
+384,Torterra,109,105,95,Sinnoh,75,85,56,Grass,Ground
+385,Chimchar,58,44,44,Sinnoh,58,44,61,Fire,DNE
+386,Monferno,78,52,64,Sinnoh,78,52,81,Fire,Fighting
+387,Infernape,104,71,76,Sinnoh,104,71,108,Fire,Fighting
+388,Piplup,51,53,53,Sinnoh,61,56,40,Water,DNE
+389,Prinplup,66,68,64,Sinnoh,81,76,50,Water,DNE
+390,Empoleon,86,88,84,Sinnoh,111,101,60,Water,Steel
+391,Starly,55,30,40,Sinnoh,30,30,60,Normal,Flying
+392,Staravia,75,50,55,Sinnoh,40,40,80,Normal,Flying
+393,Staraptor,120,70,85,Sinnoh,50,60,100,Normal,Flying
+394,Bidoof,45,40,59,Sinnoh,35,40,31,Normal,DNE
+395,Bibarel,85,60,79,Sinnoh,55,60,71,Normal,Water
+396,Kricketot,25,41,37,Sinnoh,25,41,25,Bug,DNE
+397,Kricketune,85,51,77,Sinnoh,55,51,65,Bug,DNE
+398,Shinx,65,34,45,Sinnoh,40,34,45,Electric,DNE
+399,Luxio,85,49,60,Sinnoh,60,49,60,Electric,DNE
+400,Luxray,120,79,80,Sinnoh,95,79,70,Electric,DNE
+401,Budew,30,35,40,Sinnoh,50,70,55,Grass,Poison
+402,Roserade,70,65,60,Sinnoh,125,105,90,Grass,Poison
+403,Cranidos,125,40,67,Sinnoh,30,30,58,Rock,DNE
+404,Rampardos,165,60,97,Sinnoh,65,50,58,Rock,DNE
+405,Shieldon,42,118,30,Sinnoh,42,88,30,Rock,Steel
+406,Bastiodon,52,168,60,Sinnoh,47,138,30,Rock,Steel
+407,Burmy,29,45,40,Sinnoh,29,45,36,Bug,DNE
+408,Wormadam,59,85,60,Sinnoh,79,105,36,Bug,Grass
+409,Mothim,94,50,70,Sinnoh,94,50,66,Bug,Flying
+410,Combee,30,42,30,Sinnoh,30,42,70,Bug,Flying
+411,Vespiquen,80,102,70,Sinnoh,80,102,40,Bug,Flying
+412,Pachirisu,45,70,60,Sinnoh,45,90,95,Electric,DNE
+413,Buizel,65,35,55,Sinnoh,60,30,85,Water,DNE
+414,Floatzel,105,55,85,Sinnoh,85,50,115,Water,DNE
+415,Cherubi,35,45,45,Sinnoh,62,53,35,Grass,DNE
+416,Cherrim,60,70,70,Sinnoh,87,78,85,Grass,DNE
+417,Shellos,48,48,76,Sinnoh,57,62,34,Water,DNE
+418,Gastrodon,83,68,111,Sinnoh,92,82,39,Water,Ground
+419,Ambipom,100,66,75,Sinnoh,60,66,115,Normal,DNE
+420,Drifloon,50,34,90,Sinnoh,60,44,70,Ghost,Flying
+421,Drifblim,80,44,150,Sinnoh,90,54,80,Ghost,Flying
+422,Buneary,66,44,55,Sinnoh,44,56,85,Normal,DNE
+423,Lopunny,76,84,65,Sinnoh,54,96,105,Normal,DNE
+424,Mismagius,60,60,60,Sinnoh,105,105,105,Ghost,DNE
+425,Honchkrow,125,52,100,Sinnoh,105,52,71,Dark,Flying
+426,Glameow,55,42,49,Sinnoh,42,37,85,Normal,DNE
+427,Purugly,82,64,71,Sinnoh,64,59,112,Normal,DNE
+428,Chingling,30,50,45,Sinnoh,65,50,45,Psychic,DNE
+429,Stunky,63,47,63,Sinnoh,41,41,74,Poison,Dark
+430,Skuntank,93,67,103,Sinnoh,71,61,84,Poison,Dark
+431,Bronzor,24,86,57,Sinnoh,24,86,23,Steel,Psychic
+432,Bronzong,89,116,67,Sinnoh,79,116,33,Steel,Psychic
+433,Bonsly,80,95,50,Sinnoh,10,45,10,Rock,DNE
+434,Happiny,5,5,100,Sinnoh,15,65,30,Normal,DNE
+435,Chatot,65,45,76,Sinnoh,92,42,91,Normal,Flying
+436,Spiritomb,92,108,50,Sinnoh,92,108,35,Ghost,Dark
+437,Gible,70,45,58,Sinnoh,40,45,42,Dragon,Ground
+438,Gabite,90,65,68,Sinnoh,50,55,82,Dragon,Ground
+439,Garchomp,130,95,108,Sinnoh,80,85,102,Dragon,Ground
+440,Munchlax,85,40,135,Sinnoh,40,85,5,Normal,DNE
+441,Riolu,70,40,40,Sinnoh,35,40,60,Fighting,DNE
+442,Lucario,110,70,70,Sinnoh,115,70,90,Fighting,Steel
+443,Hippopotas,72,78,68,Sinnoh,38,42,32,Ground,DNE
+444,Hippowdon,112,118,108,Sinnoh,68,72,47,Ground,DNE
+445,Skorupi,50,90,40,Sinnoh,30,55,65,Poison,Bug
+446,Drapion,90,110,70,Sinnoh,60,75,95,Poison,Dark
+447,Croagunk,61,40,48,Sinnoh,61,40,50,Poison,Fighting
+448,Toxicroak,106,65,83,Sinnoh,86,65,85,Poison,Fighting
+449,Carnivine,100,72,74,Sinnoh,90,72,46,Grass,DNE
+450,Finneon,49,56,49,Sinnoh,49,61,66,Water,DNE
+451,Lumineon,69,76,69,Sinnoh,69,86,91,Water,DNE
+452,Mantyke,20,50,45,Sinnoh,60,120,50,Water,Flying
+453,Snover,62,50,60,Sinnoh,62,60,40,Grass,Ice
+454,Abomasnow,92,75,90,Sinnoh,92,85,60,Grass,Ice
+455,Weavile,120,65,70,Sinnoh,45,85,125,Dark,Ice
+456,Magnezone,70,115,70,Sinnoh,130,90,60,Electric,Steel
+457,Lickilicky,85,95,110,Sinnoh,80,95,50,Normal,DNE
+458,Rhyperior,140,130,115,Sinnoh,55,55,40,Ground,Rock
+459,Tangrowth,100,125,100,Sinnoh,110,50,50,Grass,DNE
+460,Electivire,123,67,75,Sinnoh,95,85,95,Electric,DNE
+461,Magmortar,95,67,75,Sinnoh,125,95,83,Fire,DNE
+462,Togekiss,50,95,85,Sinnoh,120,115,80,Fairy,Flying
+463,Yanmega,76,86,86,Sinnoh,116,56,95,Bug,Flying
+464,Leafeon,110,130,65,Sinnoh,60,65,95,Grass,DNE
+465,Glaceon,60,110,65,Sinnoh,130,95,65,Ice,DNE
+466,Gliscor,95,125,75,Sinnoh,45,75,95,Ground,Flying
+467,Mamoswine,130,80,110,Sinnoh,70,60,80,Ice,Ground
+468,Porygon-Z,80,70,85,Sinnoh,135,75,90,Normal,DNE
+469,Gallade,125,65,68,Sinnoh,65,115,80,Psychic,Fighting
+470,Probopass,55,145,60,Sinnoh,75,150,40,Rock,Steel
+471,Dusknoir,100,135,45,Sinnoh,65,135,45,Ghost,DNE
+472,Froslass,80,70,70,Sinnoh,80,70,110,Ice,Ghost
+473,Rotom,50,77,50,Sinnoh,95,77,91,Electric,Ghost
+474,Uxie,75,130,75,Sinnoh,75,130,95,Psychic,DNE
+475,Mesprit,105,105,80,Sinnoh,105,105,80,Psychic,DNE
+476,Azelf,125,70,75,Sinnoh,125,70,115,Psychic,DNE
+477,Dialga,120,120,100,Sinnoh,150,100,90,Steel,Dragon
+478,Palkia,120,100,90,Sinnoh,150,120,100,Water,Dragon
+479,Heatran,90,106,91,Sinnoh,130,106,77,Fire,Steel
+480,Regigigas,160,110,110,Sinnoh,80,110,100,Normal,DNE
+481,Giratina,100,120,150,Sinnoh,100,120,90,Ghost,Dragon
+482,Cresselia,70,110,120,Sinnoh,75,120,85,Psychic,DNE
+483,Phione,80,80,80,Sinnoh,80,80,80,Water,DNE
+484,Manaphy,100,100,100,Sinnoh,100,100,100,Water,DNE
+485,Darkrai,90,90,70,Sinnoh,135,90,125,Dark,DNE
+486,Shaymin,100,100,100,Sinnoh,100,100,100,Grass,DNE
+487,Arceus,120,120,120,Sinnoh,120,120,120,Normal,DNE
+488,Victini,100,100,100,Unova,100,100,100,Psychic,Fire
+489,Snivy,45,55,45,Unova,45,55,63,Grass,DNE
+490,Servine,60,75,60,Unova,60,75,83,Grass,DNE
+491,Serperior,75,95,75,Unova,75,95,113,Grass,DNE
+492,Tepig,63,45,65,Unova,45,45,45,Fire,DNE
+493,Pignite,93,55,90,Unova,70,55,55,Fire,Fighting
+494,Emboar,123,65,110,Unova,100,65,65,Fire,Fighting
+495,Oshawott,55,45,55,Unova,63,45,45,Water,DNE
+496,Dewott,75,60,75,Unova,83,60,60,Water,DNE
+497,Samurott,100,85,95,Unova,108,70,70,Water,DNE
+498,Patrat,55,39,45,Unova,35,39,42,Normal,DNE
+499,Watchog,85,69,60,Unova,60,69,77,Normal,DNE
+500,Lillipup,60,45,45,Unova,25,45,55,Normal,DNE
+501,Herdier,80,65,65,Unova,35,65,60,Normal,DNE
+502,Stoutland,110,90,85,Unova,45,90,80,Normal,DNE
+503,Purrloin,50,37,41,Unova,50,37,66,Dark,DNE
+504,Liepard,88,50,64,Unova,88,50,106,Dark,DNE
+505,Pansage,53,48,50,Unova,53,48,64,Grass,DNE
+506,Simisage,98,63,75,Unova,98,63,101,Grass,DNE
+507,Pansear,53,48,50,Unova,53,48,64,Fire,DNE
+508,Simisear,98,63,75,Unova,98,63,101,Fire,DNE
+509,Panpour,53,48,50,Unova,53,48,64,Water,DNE
+510,Simipour,98,63,75,Unova,98,63,101,Water,DNE
+511,Munna,25,45,76,Unova,67,55,24,Psychic,DNE
+512,Musharna,55,85,116,Unova,107,95,29,Psychic,DNE
+513,Pidove,55,50,50,Unova,36,30,43,Normal,Flying
+514,Tranquill,77,62,62,Unova,50,42,65,Normal,Flying
+515,Unfezant,115,80,80,Unova,65,55,93,Normal,Flying
+516,Blitzle,60,32,45,Unova,50,32,76,Electric,DNE
+517,Zebstrika,100,63,75,Unova,80,63,116,Electric,DNE
+518,Roggenrola,75,85,55,Unova,25,25,15,Rock,DNE
+519,Boldore,105,105,70,Unova,50,40,20,Rock,DNE
+520,Gigalith,135,130,85,Unova,60,80,25,Rock,DNE
+521,Woobat,45,43,65,Unova,55,43,72,Psychic,Flying
+522,Swoobat,57,55,67,Unova,77,55,114,Psychic,Flying
+523,Drilbur,85,40,60,Unova,30,45,68,Ground,DNE
+524,Excadrill,135,60,110,Unova,50,65,88,Ground,Steel
+525,Audino,60,86,103,Unova,60,86,50,Normal,DNE
+526,Timburr,80,55,75,Unova,25,35,35,Fighting,DNE
+527,Gurdurr,105,85,85,Unova,40,50,40,Fighting,DNE
+528,Conkeldurr,140,95,105,Unova,55,65,45,Fighting,DNE
+529,Tympole,50,40,50,Unova,50,40,64,Water,DNE
+530,Palpitoad,65,55,75,Unova,65,55,69,Water,Ground
+531,Seismitoad,95,75,105,Unova,85,75,74,Water,Ground
+532,Throh,100,85,120,Unova,30,85,45,Fighting,DNE
+533,Sawk,125,75,75,Unova,30,75,85,Fighting,DNE
+534,Sewaddle,53,70,45,Unova,40,60,42,Bug,Grass
+535,Swadloon,63,90,55,Unova,50,80,42,Bug,Grass
+536,Leavanny,103,80,75,Unova,70,80,92,Bug,Grass
+537,Venipede,45,59,30,Unova,30,39,57,Bug,Poison
+538,Whirlipede,55,99,40,Unova,40,79,47,Bug,Poison
+539,Scolipede,100,89,60,Unova,55,69,112,Bug,Poison
+540,Cottonee,27,60,40,Unova,37,50,66,Grass,Fairy
+541,Whimsicott,67,85,60,Unova,77,75,116,Grass,Fairy
+542,Petilil,35,50,45,Unova,70,50,30,Grass,DNE
+543,Lilligant,60,75,70,Unova,110,75,90,Grass,DNE
+544,Basculin,92,65,70,Unova,80,55,98,Water,DNE
+545,Sandile,72,35,50,Unova,35,35,65,Ground,Dark
+546,Krokorok,82,45,60,Unova,45,45,74,Ground,Dark
+547,Krookodile,117,80,95,Unova,65,70,92,Ground,Dark
+548,Darumaka,90,45,70,Unova,15,45,50,Fire,DNE
+549,Darmanitan,140,55,105,Unova,30,55,95,Fire,DNE
+550,Maractus,86,67,75,Unova,106,67,60,Grass,DNE
+551,Dwebble,65,85,50,Unova,35,35,55,Bug,Rock
+552,Crustle,105,125,70,Unova,65,75,45,Bug,Rock
+553,Scraggy,75,70,50,Unova,35,70,48,Dark,Fighting
+554,Scrafty,90,115,65,Unova,45,115,58,Dark,Fighting
+555,Sigilyph,58,80,72,Unova,103,80,97,Psychic,Flying
+556,Yamask,30,85,38,Unova,55,65,30,Ghost,DNE
+557,Cofagrigus,50,145,58,Unova,95,105,30,Ghost,DNE
+558,Tirtouga,78,103,54,Unova,53,45,22,Water,Rock
+559,Carracosta,108,133,74,Unova,83,65,32,Water,Rock
+560,Archen,112,45,55,Unova,74,45,70,Rock,Flying
+561,Archeops,140,65,75,Unova,112,65,110,Rock,Flying
+562,Trubbish,50,62,50,Unova,40,62,65,Poison,DNE
+563,Garbodor,95,82,80,Unova,60,82,75,Poison,DNE
+564,Zorua,65,40,40,Unova,80,40,65,Dark,DNE
+565,Zoroark,105,60,60,Unova,120,60,105,Dark,DNE
+566,Minccino,50,40,55,Unova,40,40,75,Normal,DNE
+567,Cinccino,95,60,75,Unova,65,60,115,Normal,DNE
+568,Gothita,30,50,45,Unova,55,65,45,Psychic,DNE
+569,Gothorita,45,70,60,Unova,75,85,55,Psychic,DNE
+570,Gothitelle,55,95,70,Unova,95,110,65,Psychic,DNE
+571,Solosis,30,40,45,Unova,105,50,20,Psychic,DNE
+572,Duosion,40,50,65,Unova,125,60,30,Psychic,DNE
+573,Reuniclus,65,75,110,Unova,125,85,30,Psychic,DNE
+574,Ducklett,44,50,62,Unova,44,50,55,Water,Flying
+575,Swanna,87,63,75,Unova,87,63,98,Water,Flying
+576,Vanillite,50,50,36,Unova,65,60,44,Ice,DNE
+577,Vanillish,65,65,51,Unova,80,75,59,Ice,DNE
+578,Vanilluxe,95,85,71,Unova,110,95,79,Ice,DNE
+579,Deerling,60,50,60,Unova,40,50,75,Normal,Grass
+580,Sawsbuck,100,70,80,Unova,60,70,95,Normal,Grass
+581,Emolga,75,60,55,Unova,75,60,103,Electric,Flying
+582,Karrablast,75,45,50,Unova,40,45,60,Bug,DNE
+583,Escavalier,135,105,70,Unova,60,105,20,Bug,Steel
+584,Foongus,55,45,69,Unova,55,55,15,Grass,Poison
+585,Amoonguss,85,70,114,Unova,85,80,30,Grass,Poison
+586,Frillish,40,50,55,Unova,65,85,40,Water,Ghost
+587,Jellicent,60,70,100,Unova,85,105,60,Water,Ghost
+588,Alomomola,75,80,165,Unova,40,45,65,Water,DNE
+589,Joltik,47,50,50,Unova,57,50,65,Bug,Electric
+590,Galvantula,77,60,70,Unova,97,60,108,Bug,Electric
+591,Ferroseed,50,91,44,Unova,24,86,10,Grass,Steel
+592,Ferrothorn,94,131,74,Unova,54,116,20,Grass,Steel
+593,Klink,55,70,40,Unova,45,60,30,Steel,DNE
+594,Klang,80,95,60,Unova,70,85,50,Steel,DNE
+595,Klinklang,100,115,60,Unova,70,85,90,Steel,DNE
+596,Tynamo,55,40,35,Unova,45,40,60,Electric,DNE
+597,Eelektrik,85,70,65,Unova,75,70,40,Electric,DNE
+598,Eelektross,115,80,85,Unova,105,80,50,Electric,DNE
+599,Elgyem,55,55,55,Unova,85,55,30,Psychic,DNE
+600,Beheeyem,75,75,75,Unova,125,95,40,Psychic,DNE
+601,Litwick,30,55,50,Unova,65,55,20,Ghost,Fire
+602,Lampent,40,60,60,Unova,95,60,55,Ghost,Fire
+603,Chandelure,55,90,60,Unova,145,90,80,Ghost,Fire
+604,Axew,87,60,46,Unova,30,40,57,Dragon,DNE
+605,Fraxure,117,70,66,Unova,40,50,67,Dragon,DNE
+606,Haxorus,147,90,76,Unova,60,70,97,Dragon,DNE
+607,Cubchoo,70,40,55,Unova,60,40,40,Ice,DNE
+608,Beartic,130,80,95,Unova,70,80,50,Ice,DNE
+609,Cryogonal,50,50,80,Unova,95,135,105,Ice,DNE
+610,Shelmet,40,85,50,Unova,40,65,25,Bug,DNE
+611,Accelgor,70,40,80,Unova,100,60,145,Bug,DNE
+612,Stunfisk,66,84,109,Unova,81,99,32,Ground,Electric
+613,Mienfoo,85,50,45,Unova,55,50,65,Fighting,DNE
+614,Mienshao,125,60,65,Unova,95,60,105,Fighting,DNE
+615,Druddigon,120,90,77,Unova,60,90,48,Dragon,DNE
+616,Golett,74,50,59,Unova,35,50,35,Ground,Ghost
+617,Golurk,124,80,89,Unova,55,80,55,Ground,Ghost
+618,Pawniard,85,70,45,Unova,40,40,60,Dark,Steel
+619,Bisharp,125,100,65,Unova,60,70,70,Dark,Steel
+620,Bouffalant,110,95,95,Unova,40,95,55,Normal,DNE
+621,Rufflet,83,50,70,Unova,37,50,60,Normal,Flying
+622,Braviary,123,75,100,Unova,57,75,80,Normal,Flying
+623,Vullaby,55,75,70,Unova,45,65,60,Dark,Flying
+624,Mandibuzz,65,105,110,Unova,55,95,80,Dark,Flying
+625,Heatmor,97,66,85,Unova,105,66,65,Fire,DNE
+626,Durant,109,112,58,Unova,48,48,109,Bug,Steel
+627,Deino,65,50,52,Unova,45,50,38,Dark,Dragon
+628,Zweilous,85,70,72,Unova,65,70,58,Dark,Dragon
+629,Hydreigon,105,90,92,Unova,125,90,98,Dark,Dragon
+630,Larvesta,85,55,55,Unova,50,55,60,Bug,Fire
+631,Volcarona,60,65,85,Unova,135,105,100,Bug,Fire
+632,Cobalion,90,129,91,Unova,90,72,108,Steel,Fighting
+633,Terrakion,129,90,91,Unova,72,90,108,Rock,Fighting
+634,Virizion,90,72,91,Unova,90,129,108,Grass,Fighting
+635,Tornadus,115,70,79,Unova,125,80,111,Flying,DNE
+636,Thundurus,115,70,79,Unova,125,80,111,Electric,Flying
+637,Reshiram,120,100,100,Unova,150,120,90,Dragon,Fire
+638,Zekrom,150,120,100,Unova,120,100,90,Dragon,Electric
+639,Landorus,125,90,89,Unova,115,80,101,Ground,Flying
+640,Kyurem,130,90,125,Unova,130,90,95,Dragon,Ice
+641,Keldeo,72,90,91,Unova,129,90,108,Water,Fighting
+642,Meloetta,77,77,100,Unova,128,128,90,Normal,Psychic
+643,Genesect,120,95,71,Unova,120,95,99,Bug,Steel
+644,Chespin,61,65,56,Kalos,48,45,38,Grass,DNE
+645,Quilladin,78,95,61,Kalos,56,58,57,Grass,DNE
+646,Chesnaught,107,122,88,Kalos,74,75,64,Grass,Fighting
+647,Fennekin,45,40,40,Kalos,62,60,60,Fire,DNE
+648,Braixen,59,58,59,Kalos,90,70,73,Fire,DNE
+649,Delphox,69,72,75,Kalos,114,100,104,Fire,Psychic
+650,Froakie,56,40,41,Kalos,62,44,71,Water,DNE
+651,Frogadier,63,52,54,Kalos,83,56,97,Water,DNE
+652,Greninja,95,67,72,Kalos,103,71,122,Water,Dark
+653,Bunnelby,36,38,38,Kalos,32,36,57,Normal,DNE
+654,Diggersby,56,77,85,Kalos,50,77,78,Normal,Ground
+655,Fletchling,50,43,45,Kalos,40,38,62,Normal,Flying
+656,Fletchinder,73,55,62,Kalos,56,52,84,Fire,Flying
+657,Talonflame,81,71,78,Kalos,74,69,126,Fire,Flying
+658,Scatterbug,35,40,38,Kalos,27,25,35,Bug,DNE
+659,Spewpa,22,60,45,Kalos,27,30,29,Bug,DNE
+660,Vivillon,52,50,80,Kalos,90,50,89,Bug,Flying
+661,Litleo,50,58,62,Kalos,73,54,72,Fire,Normal
+662,Pyroar,68,72,86,Kalos,109,66,106,Fire,Normal
+663,Floette,45,47,54,Kalos,75,98,52,Fairy,DNE
+664,Florges,65,68,78,Kalos,112,154,75,Fairy,DNE
+665,Skiddo,65,48,66,Kalos,62,57,52,Grass,DNE
+666,Gogoat,100,62,123,Kalos,97,81,68,Grass,DNE
+667,Pancham,82,62,67,Kalos,46,48,43,Fighting,DNE
+668,Pangoro,124,78,95,Kalos,69,71,58,Fighting,Dark
+669,Furfrou,80,60,75,Kalos,65,90,102,Normal,DNE
+670,Espurr,48,54,62,Kalos,63,60,68,Psychic,DNE
+671,Meowstic,48,76,74,Kalos,83,81,104,Psychic,DNE
+672,Honedge,80,100,45,Kalos,35,37,28,Steel,Ghost
+673,Doublade,110,150,59,Kalos,45,49,35,Steel,Ghost
+674,Aegislash,50,140,60,Kalos,50,140,60,Steel,Ghost
+675,Spritzee,52,60,78,Kalos,63,65,23,Fairy,DNE
+676,Aromatisse,72,72,101,Kalos,99,89,29,Fairy,DNE
+677,Swirlix,48,66,62,Kalos,59,57,49,Fairy,DNE
+678,Slurpuff,80,86,82,Kalos,85,75,72,Fairy,DNE
+679,Inkay,54,53,53,Kalos,37,46,45,Dark,Psychic
+680,Malamar,92,88,86,Kalos,68,75,73,Dark,Psychic
+681,Binacle,52,67,42,Kalos,39,56,50,Rock,Water
+682,Barbaracle,105,115,72,Kalos,54,86,68,Rock,Water
+683,Skrelp,60,60,50,Kalos,60,60,30,Poison,Water
+684,Dragalge,75,90,65,Kalos,97,123,44,Poison,Dragon
+685,Clauncher,53,62,50,Kalos,58,63,44,Water,DNE
+686,Clawitzer,73,88,71,Kalos,120,89,59,Water,DNE
+687,Helioptile,38,33,44,Kalos,61,43,70,Electric,Normal
+688,Heliolisk,55,52,62,Kalos,109,94,109,Electric,Normal
+689,Tyrunt,89,77,58,Kalos,45,45,48,Rock,Dragon
+690,Tyrantrum,121,119,82,Kalos,69,59,71,Rock,Dragon
+691,Amaura,59,50,77,Kalos,67,63,46,Rock,Ice
+692,Aurorus,77,72,123,Kalos,99,92,58,Rock,Ice
+693,Sylveon,65,65,95,Kalos,110,130,60,Fairy,DNE
+694,Hawlucha,92,75,78,Kalos,74,63,118,Fighting,Flying
+695,Dedenne,58,57,67,Kalos,81,67,101,Electric,Fairy
+696,Carbink,50,150,50,Kalos,50,150,50,Rock,Fairy
+697,Goomy,50,35,45,Kalos,55,75,40,Dragon,DNE
+698,Sliggoo,75,53,68,Kalos,83,113,60,Dragon,DNE
+699,Goodra,100,70,90,Kalos,110,150,80,Dragon,DNE
+700,Klefki,80,91,57,Kalos,80,87,75,Steel,Fairy
+701,Phantump,70,48,43,Kalos,50,60,38,Ghost,Grass
+702,Trevenant,110,76,85,Kalos,65,82,56,Ghost,Grass
+703,Pumpkaboo,66,70,49,Kalos,44,55,51,Ghost,Grass
+704,Gourgeist,90,122,65,Kalos,58,75,84,Ghost,Grass
+705,Bergmite,69,85,55,Kalos,32,35,28,Ice,DNE
+706,Avalugg,117,184,95,Kalos,44,46,28,Ice,DNE
+707,Noibat,30,35,40,Kalos,45,40,55,Flying,Dragon
+708,Noivern,70,80,85,Kalos,97,80,123,Flying,Dragon
+709,Xerneas,131,95,126,Kalos,131,98,99,Fairy,DNE
+710,Yveltal,131,95,126,Kalos,131,98,99,Dark,Flying
+711,Zygarde,100,121,108,Kalos,81,95,95,Dragon,Ground
+712,Diancie,100,150,50,Kalos,100,150,50,Rock,Fairy
+713,Hoopa,110,60,80,Kalos,150,130,70,Psychic,Ghost
+714,Volcanion,110,120,80,Kalos,130,90,70,Fire,Water
+715,Rowlet,55,55,68,Alola,50,50,42,Grass,Flying
+716,Dartrix,75,75,78,Alola,70,70,52,Grass,Flying
+717,Decidueye,107,75,78,Alola,100,100,70,Grass,Ghost
+718,Litten,65,40,45,Alola,60,40,70,Fire,DNE
+719,Torracat,85,50,65,Alola,80,50,90,Fire,DNE
+720,Incineroar,115,90,95,Alola,80,90,60,Fire,Dark
+721,Popplio,54,54,50,Alola,66,56,40,Water,DNE
+722,Brionne,69,69,60,Alola,91,81,50,Water,DNE
+723,Primarina,74,74,80,Alola,126,116,60,Water,Fairy
+724,Pikipek,75,30,35,Alola,30,30,65,Normal,Flying
+725,Trumbeak,85,50,55,Alola,40,50,75,Normal,Flying
+726,Toucannon,120,75,80,Alola,75,75,60,Normal,Flying
+727,Yungoos,70,30,48,Alola,30,30,45,Normal,DNE
+728,Gumshoos,110,60,88,Alola,55,60,45,Normal,DNE
+729,Grubbin,62,45,47,Alola,55,45,46,Bug,DNE
+730,Charjabug,82,95,57,Alola,55,75,36,Bug,Electric
+731,Vikavolt,70,90,77,Alola,145,75,43,Bug,Electric
+732,Crabrawler,82,57,47,Alola,42,47,63,Fighting,DNE
+733,Crabominable,132,77,97,Alola,62,67,43,Fighting,Ice
+734,Oricorio,70,70,75,Alola,98,70,93,Fire,Flying
+735,Cutiefly,45,40,40,Alola,55,40,84,Bug,Fairy
+736,Ribombee,55,60,60,Alola,95,70,124,Bug,Fairy
+737,Rockruff,65,40,45,Alola,30,40,60,Rock,DNE
+738,Lycanroc,115,65,75,Alola,55,65,112,Rock,DNE
+739,Wishiwashi,20,20,45,Alola,25,25,40,Water,DNE
+740,Mareanie,53,62,50,Alola,43,52,45,Poison,Water
+741,Toxapex,63,152,50,Alola,53,142,35,Poison,Water
+742,Mudbray,100,70,70,Alola,45,55,45,Ground,DNE
+743,Mudsdale,125,100,100,Alola,55,85,35,Ground,DNE
+744,Dewpider,40,52,38,Alola,40,72,27,Water,Bug
+745,Araquanid,70,92,68,Alola,50,132,42,Water,Bug
+746,Fomantis,55,35,40,Alola,50,35,35,Grass,DNE
+747,Lurantis,105,90,70,Alola,80,90,45,Grass,DNE
+748,Morelull,35,55,40,Alola,65,75,15,Grass,Fairy
+749,Shiinotic,45,80,60,Alola,90,100,30,Grass,Fairy
+750,Salandit,44,40,48,Alola,71,40,77,Poison,Fire
+751,Salazzle,64,60,68,Alola,111,60,117,Poison,Fire
+752,Stufful,75,50,70,Alola,45,50,50,Normal,Fighting
+753,Bewear,125,80,120,Alola,55,60,60,Normal,Fighting
+754,Bounsweet,30,38,42,Alola,30,38,32,Grass,DNE
+755,Steenee,40,48,52,Alola,40,48,62,Grass,DNE
+756,Tsareena,120,98,72,Alola,50,98,72,Grass,DNE
+757,Comfey,52,90,51,Alola,82,110,100,Fairy,DNE
+758,Oranguru,60,80,90,Alola,90,110,60,Normal,Psychic
+759,Passimian,120,90,100,Alola,40,60,80,Fighting,DNE
+760,Wimpod,35,40,25,Alola,20,30,80,Bug,Water
+761,Golisopod,125,140,75,Alola,60,90,40,Bug,Water
+762,Sandygast,55,80,55,Alola,70,45,15,Ghost,Ground
+763,Palossand,75,110,85,Alola,100,75,35,Ghost,Ground
+764,Pyukumuku,60,130,55,Alola,30,130,5,Water,DNE
+765,Silvally,95,95,95,Alola,95,95,95,Normal,DNE
+766,Minior,60,100,60,Alola,60,100,60,Rock,Flying
+767,Komala,115,65,65,Alola,75,95,65,Normal,DNE
+768,Turtonator,78,135,60,Alola,91,85,36,Fire,Dragon
+769,Togedemaru,98,63,65,Alola,40,73,96,Electric,Steel
+770,Mimikyu,90,80,55,Alola,50,105,96,Ghost,Fairy
+771,Bruxish,105,70,68,Alola,70,70,92,Water,Psychic
+772,Drampa,60,85,78,Alola,135,91,36,Normal,Dragon
+773,Dhelmise,131,100,70,Alola,86,90,40,Ghost,Grass
+774,Jangmo-o,55,65,45,Alola,45,45,45,Dragon,DNE
+775,Hakamo-o,75,90,55,Alola,65,70,65,Dragon,Fighting
+776,Kommo-o,110,125,75,Alola,100,105,85,Dragon,Fighting
+777,Cosmog,29,31,43,Alola,29,31,37,Psychic,DNE
+778,Cosmoem,29,131,43,Alola,29,131,37,Psychic,DNE
+779,Solgaleo,137,107,137,Alola,113,89,97,Psychic,Steel
+780,Lunala,113,89,137,Alola,137,107,97,Psychic,Ghost
+781,Nihilego,53,47,109,Alola,127,131,103,Rock,Poison
+782,Buzzwole,139,139,107,Alola,53,53,79,Bug,Fighting
+783,Pheromosa,137,37,71,Alola,137,37,151,Bug,Fighting
+784,Xurkitree,89,71,83,Alola,173,71,83,Electric,DNE
+785,Celesteela,101,103,97,Alola,107,101,61,Steel,Flying
+786,Kartana,181,131,59,Alola,59,31,109,Grass,Steel
+787,Guzzlord,101,53,223,Alola,97,53,43,Dark,Dragon
+788,Necrozma,107,101,97,Alola,127,89,79,Psychic,DNE
+789,Magearna,95,115,80,Alola,130,115,65,Steel,Fairy
+790,Marshadow,125,80,90,Alola,90,90,125,Fighting,Ghost
+791,Poipole,73,67,67,Alola,73,67,73,Poison,DNE
+792,Naganadel,73,73,73,Alola,127,73,121,Poison,Dragon
+793,Stakataka,131,211,61,Alola,53,101,13,Rock,Steel
+794,Blacephalon,127,53,53,Alola,151,79,107,Fire,Ghost
+795,Zeraora,112,75,88,Alola,102,80,143,Electric,DNE
+796,Meltan,65,65,46,Alola,55,35,34,Steel,DNE
+797,Melmetal,143,143,135,Alola,80,65,34,Steel,DNE
+798,Grookey,65,50,50,Galar,40,40,65,Grass,DNE
+799,Thwackey,85,70,70,Galar,55,60,80,Grass,DNE
+800,Rillaboom,125,90,100,Galar,60,70,85,Grass,DNE
+801,Scorbunny,71,40,50,Galar,40,40,69,Fire,DNE
+802,Raboot,86,60,65,Galar,55,60,94,Fire,DNE
+803,Cinderace,116,75,80,Galar,65,75,119,Fire,DNE
+804,Sobble,40,40,50,Galar,70,40,70,Water,DNE
+805,Drizzile,60,55,65,Galar,95,55,90,Water,DNE
+806,Inteleon,85,65,70,Galar,125,65,120,Water,DNE
+807,Skwovet,55,55,70,Galar,35,35,25,Normal,DNE
+808,Greedent,95,95,120,Galar,55,75,20,Normal,DNE
+809,Rookidee,47,35,38,Galar,33,35,57,Flying,DNE
+810,Corvisquire,67,55,68,Galar,43,55,77,Flying,DNE
+811,Corviknight,87,105,98,Galar,53,85,67,Flying,Steel
+812,Blipbug,20,20,25,Galar,25,45,45,Bug,DNE
+813,Dottler,35,80,50,Galar,50,90,30,Bug,Psychic
+814,Orbeetle,45,110,60,Galar,80,120,90,Bug,Psychic
+815,Nickit,28,28,40,Galar,47,52,50,Dark,DNE
+816,Thievul,58,58,70,Galar,87,92,90,Dark,DNE
+817,Gossifleur,40,60,40,Galar,40,60,10,Grass,DNE
+818,Eldegoss,50,90,60,Galar,80,120,60,Grass,DNE
+819,Wooloo,40,55,42,Galar,40,45,48,Normal,DNE
+820,Dubwool,80,100,72,Galar,60,90,88,Normal,DNE
+821,Chewtle,64,50,50,Galar,38,38,44,Water,DNE
+822,Drednaw,115,90,90,Galar,48,68,74,Water,Rock
+823,Yamper,45,50,59,Galar,40,50,26,Electric,DNE
+824,Boltund,90,60,69,Galar,90,60,121,Electric,DNE
+825,Rolycoly,40,50,30,Galar,40,50,30,Rock,DNE
+826,Carkol,60,90,80,Galar,60,70,50,Rock,Fire
+827,Coalossal,80,120,110,Galar,80,90,30,Rock,Fire
+828,Applin,40,80,40,Galar,40,40,20,Grass,Dragon
+829,Flapple,110,80,70,Galar,95,60,70,Grass,Dragon
+830,Appletun,85,80,110,Galar,100,80,30,Grass,Dragon
+831,Silicobra,57,75,52,Galar,35,50,46,Ground,DNE
+832,Sandaconda,107,125,72,Galar,65,70,71,Ground,DNE
+833,Cramorant,85,55,70,Galar,85,95,85,Flying,Water
+834,Arrokuda,63,40,41,Galar,40,30,66,Water,DNE
+835,Barraskewda,123,60,61,Galar,60,50,136,Water,DNE
+836,Toxel,38,35,40,Galar,54,35,40,Electric,Poison
+837,Toxtricity,98,70,75,Galar,114,70,75,Electric,Poison
+838,Sizzlipede,65,45,50,Galar,50,50,45,Fire,Bug
+839,Centiskorch,115,65,100,Galar,90,90,65,Fire,Bug
+840,Clobbopus,68,60,50,Galar,50,50,32,Fighting,DNE
+841,Grapploct,118,90,80,Galar,70,80,42,Fighting,DNE
+842,Sinistea,45,45,40,Galar,74,54,50,Ghost,DNE
+843,Polteageist,65,65,60,Galar,134,114,70,Ghost,DNE
+844,Hatenna,30,45,42,Galar,56,53,39,Psychic,DNE
+845,Hattrem,40,65,57,Galar,86,73,49,Psychic,DNE
+846,Hatterene,90,95,57,Galar,136,103,29,Psychic,Fairy
+847,Impidimp,45,30,45,Galar,55,40,50,Dark,Fairy
+848,Morgrem,60,45,65,Galar,75,55,70,Dark,Fairy
+849,Grimmsnarl,120,65,95,Galar,95,75,60,Dark,Fairy
+850,Obstagoon,90,101,93,Galar,60,81,95,Dark,Normal
+851,Perrserker,110,100,70,Galar,50,60,50,Steel,DNE
+852,Cursola,95,50,60,Galar,145,130,30,Ghost,DNE
+853,Runerigus,95,145,58,Galar,50,105,30,Ground,Ghost
+854,Milcery,40,40,45,Galar,50,61,34,Fairy,DNE
+855,Alcremie,60,75,65,Galar,110,121,64,Fairy,DNE
+856,Falinks,100,100,65,Galar,70,60,75,Fighting,DNE
+857,Pincurchin,101,95,48,Galar,91,85,15,Electric,DNE
+858,Snom,25,35,30,Galar,45,30,20,Ice,Bug
+859,Frosmoth,65,60,70,Galar,125,90,65,Ice,Bug
+860,Stonjourner,125,135,100,Galar,20,20,70,Rock,DNE
+861,Eiscue,80,110,75,Galar,65,90,50,Ice,DNE
+862,Indeedee,65,55,60,Galar,105,95,95,Psychic,Normal
+863,Morpeko,95,58,58,Galar,70,58,97,Electric,Dark
+864,Cufant,80,49,72,Galar,40,49,40,Steel,DNE
+865,Copperajah,130,69,122,Galar,80,69,30,Steel,DNE
+866,Dracozolt,100,90,90,Galar,80,70,75,Electric,Dragon
+867,Arctozolt,100,90,90,Galar,90,80,55,Electric,Ice
+868,Dracovish,90,100,90,Galar,70,80,75,Water,Dragon
+869,Arctovish,90,100,90,Galar,80,90,55,Water,Ice
+870,Duraludon,95,115,70,Galar,120,50,85,Steel,Dragon
+871,Dreepy,60,30,28,Galar,40,30,82,Dragon,Ghost
+872,Drakloak,80,50,68,Galar,60,50,102,Dragon,Ghost
+873,Dragapult,120,75,88,Galar,100,75,142,Dragon,Ghost
+874,Zacian,120,115,92,Galar,80,115,138,Fairy,DNE
+875,Zamazenta,120,115,92,Galar,80,115,138,Fighting,DNE
+876,Eternatus,85,95,140,Galar,145,95,130,Poison,Dragon
+877,Kubfu,90,60,60,Galar,53,50,72,Fighting,DNE
+878,Urshifu,130,100,100,Galar,63,60,97,Fighting,Dark
+879,Zarude,120,105,105,Galar,70,95,105,Dark,Grass
+880,Regieleki,100,50,80,Galar,100,50,200,Electric,DNE
+881,Regidrago,100,50,200,Galar,100,50,80,Dragon,DNE
+882,Glastrier,145,130,100,Galar,65,110,30,Ice,DNE
+883,Spectrier,65,60,100,Galar,145,80,130,Ghost,DNE
+884,Calyrex,80,80,100,Galar,80,80,80,Psychic,Grass
+885,Wyrdeer,105,72,103,Galar,105,75,65,Normal,Psychic
+886,Kleavor,130,95,70,Galar,45,75,85,Bug,Rock
+887,Ursaluna,140,105,130,Galar,45,80,50,Ground,Normal
+888,Basculegion,112,65,120,Galar,80,75,78,Water,Ghost
+889,Sneasler,130,60,80,Galar,40,80,120,Poison,Fighting
+890,Overqwil,115,95,85,Galar,65,65,85,Dark,Poison
+891,Enamorus,115,70,74,Galar,135,80,106,Fairy,Flying
+892,Sprigatito,61,54,40,Paldea,45,45,65,Grass,DNE
+893,Floragato,80,63,61,Paldea,60,63,83,Grass,DNE
+894,Meowscarada,110,70,76,Paldea,81,70,123,Grass,Dark
+895,Fuecoco,45,59,67,Paldea,63,40,36,Fire,DNE
+896,Crocalor,55,78,81,Paldea,90,58,49,Fire,DNE
+897,Skeledirge,75,100,104,Paldea,110,75,66,Fire,Ghost
+898,Quaxly,65,45,55,Paldea,50,45,50,Water,DNE
+899,Quaxwell,85,65,70,Paldea,65,60,65,Water,DNE
+900,Quaquaval,120,80,85,Paldea,85,75,85,Water,Fighting
+901,Lechonk,45,40,54,Paldea,35,45,35,Normal,DNE
+902,Oinkologne,100,75,110,Paldea,59,80,65,Normal,DNE
+903,Tarountula,41,45,35,Paldea,29,40,20,Bug,DNE
+904,Spidops,79,92,60,Paldea,52,86,35,Bug,DNE
+905,Nymble,46,40,33,Paldea,21,25,45,Bug,DNE
+906,Lokix,102,78,71,Paldea,52,55,92,Bug,Dark
+907,Pawmi,50,20,45,Paldea,40,25,60,Electric,DNE
+908,Pawmo,75,40,60,Paldea,50,40,85,Electric,Fighting
+909,Pawmot,115,70,70,Paldea,70,60,105,Electric,Fighting
+910,Tandemaus,50,45,50,Paldea,40,45,75,Normal,DNE
+911,Maushold,75,70,74,Paldea,65,75,111,Normal,DNE
+912,Fidough,55,70,37,Paldea,30,55,65,Fairy,DNE
+913,Dachsbun,80,115,57,Paldea,50,80,95,Fairy,DNE
+914,Smoliv,35,45,41,Paldea,58,51,30,Grass,Normal
+915,Dolliv,53,60,52,Paldea,78,78,33,Grass,Normal
+916,Arboliva,69,90,78,Paldea,125,109,39,Grass,Normal
+917,Squawkabilly,96,51,82,Paldea,45,51,92,Normal,Flying
+918,Nacli,55,75,55,Paldea,35,35,25,Rock,DNE
+919,Naclstack,60,100,60,Paldea,35,65,35,Rock,DNE
+920,Garganacl,100,130,100,Paldea,45,90,35,Rock,DNE
+921,Charcadet,50,40,40,Paldea,50,40,35,Fire,DNE
+922,Armarouge,60,100,85,Paldea,125,80,75,Fire,Psychic
+923,Ceruledge,125,80,75,Paldea,60,100,85,Fire,Ghost
+924,Tadbulb,31,41,61,Paldea,59,35,45,Electric,DNE
+925,Bellibolt,64,91,109,Paldea,103,83,45,Electric,DNE
+926,Wattrel,40,35,40,Paldea,55,40,70,Electric,Flying
+927,Kilowattrel,70,60,70,Paldea,105,60,125,Electric,Flying
+928,Maschiff,78,60,60,Paldea,40,51,51,Dark,DNE
+929,Mabosstiff,120,90,80,Paldea,60,70,85,Dark,DNE
+930,Shroodle,65,35,40,Paldea,40,35,75,Poison,Normal
+931,Grafaiai,95,65,63,Paldea,80,72,110,Poison,Normal
+932,Bramblin,65,30,40,Paldea,45,35,60,Grass,Ghost
+933,Brambleghast,115,70,55,Paldea,80,70,90,Grass,Ghost
+934,Toedscool,40,35,40,Paldea,50,100,70,Ground,Grass
+935,Toedscruel,70,65,80,Paldea,80,120,100,Ground,Grass
+936,Klawf,100,115,70,Paldea,35,55,75,Rock,DNE
+937,Capsakid,62,40,50,Paldea,62,40,50,Grass,DNE
+938,Scovillain,108,65,65,Paldea,108,65,75,Grass,Fire
+939,Rellor,50,60,41,Paldea,31,58,30,Bug,DNE
+940,Rabsca,50,85,75,Paldea,115,100,45,Bug,Psychic
+941,Flittle,35,30,30,Paldea,55,30,75,Psychic,DNE
+942,Espathra,60,60,95,Paldea,101,60,105,Psychic,DNE
+943,Tinkatink,45,45,50,Paldea,35,64,58,Fairy,Steel
+944,Tinkatuff,55,55,65,Paldea,45,82,78,Fairy,Steel
+945,Tinkaton,75,77,85,Paldea,70,105,94,Fairy,Steel
+946,Wiglett,55,25,10,Paldea,35,25,95,Water,DNE
+947,Wugtrio,100,50,35,Paldea,50,70,120,Water,DNE
+948,Bombirdier,103,85,70,Paldea,60,85,82,Flying,Dark
+949,Finizen,45,40,70,Paldea,45,40,75,Water,DNE
+950,Palafin,70,72,100,Paldea,53,62,100,Water,DNE
+951,Varoom,70,63,45,Paldea,30,45,47,Steel,Poison
+952,Revavroom,119,90,80,Paldea,54,67,90,Steel,Poison
+953,Cyclizar,95,65,70,Paldea,85,65,121,Dragon,Normal
+954,Orthworm,85,145,70,Paldea,60,55,65,Steel,DNE
+955,Glimmet,35,42,48,Paldea,105,60,60,Rock,Poison
+956,Glimmora,55,90,83,Paldea,130,81,86,Rock,Poison
+957,Greavard,61,60,50,Paldea,30,55,34,Ghost,DNE
+958,Houndstone,101,100,72,Paldea,50,97,68,Ghost,DNE
+959,Flamigo,115,74,82,Paldea,75,64,90,Flying,Fighting
+960,Cetoddle,68,45,108,Paldea,30,40,43,Ice,DNE
+961,Cetitan,113,65,170,Paldea,45,55,73,Ice,DNE
+962,Veluza,102,73,90,Paldea,78,65,70,Water,Psychic
+963,Dondozo,100,115,150,Paldea,65,65,35,Water,DNE
+964,Tatsugiri,50,60,68,Paldea,120,95,82,Dragon,Water
+965,Annihilape,115,80,110,Paldea,50,90,90,Fighting,Ghost
+966,Clodsire,75,60,130,Paldea,45,100,20,Poison,Ground
+967,Farigiraf,90,70,120,Paldea,110,70,60,Normal,Psychic
+968,Dudunsparce,100,80,125,Paldea,85,75,55,Normal,DNE
+969,Kingambit,135,120,100,Paldea,60,85,50,Dark,Steel
+970,Frigibax,75,45,65,Paldea,35,45,55,Dragon,Ice
+971,Arctibax,95,66,90,Paldea,45,65,62,Dragon,Ice
+972,Baxcalibur,145,92,115,Paldea,75,86,87,Dragon,Ice
+973,Gimmighoul,30,70,45,Paldea,75,70,10,Ghost,DNE
+974,Gholdengo,60,95,87,Paldea,133,91,84,Steel,Ghost
+975,Wo-Chien,85,100,85,Paldea,95,135,70,Dark,Grass
+976,Chien-Pao,120,80,80,Paldea,90,65,135,Dark,Ice
+977,Ting-Lu,110,125,155,Paldea,55,80,45,Dark,Ground
+978,Chi-Yu,80,80,55,Paldea,135,120,100,Dark,Fire
+979,Koraidon,135,115,100,Paldea,85,100,135,Fighting,Dragon
+980,Miraidon,85,100,100,Paldea,135,115,135,Electric,Dragon
diff --git a/sum23/labs/lab4/practice.ipynb b/sum23/labs/lab4/practice.ipynb
new file mode 100644
index 0000000..10e6f0c
--- /dev/null
+++ b/sum23/labs/lab4/practice.ipynb
@@ -0,0 +1,2781 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8c468b9b",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "# Initialize Otter\n",
+    "import otter\n",
+    "grader = otter.Notebook(\"practice.ipynb\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f5d44c5b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import practice_test"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "ba69c1ac",
+   "metadata": {},
+   "source": [
+    "# Lab 4: Conditional statements and Pokémon API\n",
+    "\n",
+    "**WARNING:** Please go through Segment 1 of [lab4](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/sum23/labs/lab4) **before** you start to solve this notebook."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "00ccba69",
+   "metadata": {},
+   "source": [
+    "## Segment 2: Learning the API\n",
+    "### Task 2.1: Examine the `pokemon_stats` CSV file\n",
+    "Open `pokemon_stats.csv` with Microsoft Excel or any other spreadsheet software first, and take a look at it. It should look something like the image below:\n",
+    "$$$$\n",
+    "<div>\n",
+    "<img src=\"attachment:pokemon_stats.png\" width=\"700\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "23eb2fa9",
+   "metadata": {},
+   "source": [
+    "Each Pokémon comes from a certain `Region` and has one or two Type(s). A Pokémon with only one Type has `'DNE'` (i.e., **D**oes **N**ot **E**xist) as its value for `Type 2`. Moreover, each Pokémon has six other statistics, namely:\n",
+    "\n",
+    "1. `Attack` (short for Physical Attack)\n",
+    "2. `Defense` (short for Physical Defense)\n",
+    "3. `HP` (short for Hit Points)\n",
+    "4. `Sp. Atk` (short for Special Attack)\n",
+    "5. `Sp. Def` (short for Special Defense)\n",
+    "6. `Speed` (which is self-explanatory)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "3b3f10b7",
+   "metadata": {},
+   "source": [
+    "### Task 2.2: Examine the `type_effectiveness_stats` CSV file\n",
+    "Next, open `type_effectiveness_stats.csv` with Microsoft Excel or any other Spreadsheet software, and take a look at it. You will see a table of Pokémon types representing the effectiveness of one type against another. The rows represent the type of the defender, and the columns represent the type of attacker. Read the description below the image (of csv file), to understand these statistics better.\n",
+    "$$$$\n",
+    "<div>\n",
+    "<img src=\"attachment:type_effectiveness_stats.png\" width=\"900\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "383d3f44",
+   "metadata": {},
+   "source": [
+    "All Pokémon creatures and their moves are assigned certain types. Each type has several strengths and weaknesses against other Pokémon. In battle, you should use Pokémon and moves that have a type advantage over their opponent; doing so will cause much more damage than otherwise. There are 18 types in this table. Taking the second row (Fire) and the third column (Water) as an example, we see that Water type attack has an effectiveness of `2.0` against Fire type defense."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "99df9fee",
+   "metadata": {},
+   "source": [
+    "### Task 2.3: Explore the API\n",
+    "\n",
+    "`project.py` is designed to give you access to the data in `pokemon_stats.csv` and `type_effectiveness_stats.csv`. \n",
+    "\n",
+    "Use the inspection process we learned in [lab-p3](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/sum23/labs/lab3#task-22-inspecting-projectpy) to learn more details of the `project` API. In lab-p3, we saw how to use `dir`, and `help` to learn the API."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "012c7e9e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# include the relevant import statements in this cell\n",
+    "\n",
+    "import project # we have imported the project module for you here; you will have to add the import statement in p4.ipynb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6d1f9cd9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# use the 'dir' function to learn more about the project API.\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "f121dddf",
+   "metadata": {},
+   "source": [
+    "If you were to use the `help` function on the project module, you should find eleven functions here that \n",
+    "do not begin and end with two underscores (`__`). Read the documentation to figure\n",
+    "out what these eleven functions do."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "abf36234",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# you can find the documentation for any function by calling `help` on that function\n",
+    "# use the help function to read the documentation for the project.print_stats function\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7c6797be",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# now try out the print_stats function on the Pokémon \"Pikachu\"\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "957df857",
+   "metadata": {},
+   "source": [
+    "Similarly, try to figure out what each of the ten other functions in `project.py` do, by inspecting them or reading their documentation. You can do that clicking on the `+` symbol on the Toolbar at the top of your Jupyter notebook. This will create a new cell for you to write your own code.\n",
+    "\n",
+    "<div>\n",
+    "<img src=\"attachment:add_new_cell.PNG\" width=\"500\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "b504f97a",
+   "metadata": {},
+   "source": [
+    "When you feel comfortable, proceed with the rest of the lab. If any of these instructions are unclear, or if you are unsure about what these functions do, feel  free to reach out to your TA/PM."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "bbc511ed",
+   "metadata": {},
+   "source": [
+    "### Task 2.3.1: Getting familiar with `project.py`\n",
+    "\n",
+    "You will now demonstrate your familiarity with the functions inside `project.py` by answering a few simple questions."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "c82e2850",
+   "metadata": {},
+   "source": [
+    "**Question 1:** What `region` is `Quaxly` from?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e28549da",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "quaxly_region = ...\n",
+    "\n",
+    "quaxly_region"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "83cca102",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q1\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "b35dd169",
+   "metadata": {},
+   "source": [
+    "**Question 2:** What is the first type (i.e., `type1`) of `Scorbunny`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d7150a9d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "scorbunny_type1 = ...\n",
+    "\n",
+    "scorbunny_type1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "96654c7d",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q2\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "e26e9d7d",
+   "metadata": {},
+   "source": [
+    "**Question 3:** What is the second type (i.e., `type2`) of `Koraidon`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7957b66e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "koraidon_type2 = ...\n",
+    "\n",
+    "koraidon_type2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9c9ef71f",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q3\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "c09defad",
+   "metadata": {},
+   "source": [
+    "**Question 4:** What is `Mewtwo`'s `HP` stat?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "07698d6e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "mewtwo_hp = ...\n",
+    "\n",
+    "mewtwo_hp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0bc04d87",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q4\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "d1be7636",
+   "metadata": {},
+   "source": [
+    "**Question 5:** What is `Rayquaza`'s `Attack` stat?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e66afd86",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "rayquaza_attack = ...\n",
+    "\n",
+    "rayquaza_attack"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "99b24d77",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q5\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "7e09c5c3",
+   "metadata": {},
+   "source": [
+    "**Question 6:** What is `Registeel`'s `Defense` stat?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aadf53e0",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "registeel_defense = ...\n",
+    "\n",
+    "registeel_defense"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0e387ba4",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q6\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "0174632b",
+   "metadata": {},
+   "source": [
+    "**Question 7:** What is `Mudkip`'s `Special Attack` stat?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "eac13987",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "mudkip_sp_atk = ...\n",
+    "\n",
+    "mudkip_sp_atk"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c41a55dd",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q7\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "fba374ea",
+   "metadata": {},
+   "source": [
+    "**Question 8:** What is `Kyogre`'s `Special Defense` stat?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4cc6f9e8",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "kyogre_sp_def = ...\n",
+    "\n",
+    "kyogre_sp_def"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ce9d9df1",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q8\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "197c794b",
+   "metadata": {},
+   "source": [
+    "**Question 9:** What is `Slowpoke`'s `Speed` stat?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7c0c1b56",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "slowpoke_speed = ...\n",
+    "\n",
+    "slowpoke_speed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "093bac28",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q9\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "3b611e83",
+   "metadata": {},
+   "source": [
+    "**Question 10:** What is the `type effectiveness` of a `Water` type attack **against** a `Rock` type opponent?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "370e17d8",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "# do NOT hardcode, instead make sure to use the relevant function from the project module\n",
+    "# inspect or read the documentation of all the functions in the project if you are not sure which one to call\n",
+    "\n",
+    "water_rock_effectiveness = ...\n",
+    "\n",
+    "water_rock_effectiveness"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5210bd09",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q10\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "e95fcad0",
+   "metadata": {},
+   "source": [
+    "## Segment 3: Conditional Statements\n",
+    "\n",
+    "You will now use conditional statements to answer a few interesting questions about some Pokémon."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "6cb0ba3b",
+   "metadata": {},
+   "source": [
+    "### Task 3.1: Exploring the `project.get_region` function"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "e11506ac",
+   "metadata": {},
+   "source": [
+    "**Question 11:** Is `Pikachu` from `Kanto`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6610ffdc",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# complete the following code that checks if the Pokémon 'Pikachu' comes from the 'Kanto' region.\n",
+    "\n",
+    "pokemon = \"Pikachu\"\n",
+    "if ...:\n",
+    "    is_from_kanto_msg = pokemon + ' is from the Kanto region'\n",
+    "else:\n",
+    "    is_from_kanto_msg = pokemon + ' is not from the Kanto region'\n",
+    "\n",
+    "is_from_kanto_msg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c580ad24",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q11\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "8b62bcb7",
+   "metadata": {},
+   "source": [
+    "What is the output of the above cell? If you change the name of the Pokémon from `Pikachu` to `Greninja`, does the output change? What happens if you use a bad name (such as `cs220`, which is not the name of any Pokémon)?"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "b239e04b",
+   "metadata": {},
+   "source": [
+    "### Task 3.2: Helper functions - `compare_hp`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fa2a442b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run the following code and observe the output\n",
+    "\n",
+    "if project.get_hp('Snorlax') >= project.get_hp('Heracross'):\n",
+    "    print('Snorlax')\n",
+    "else:\n",
+    "    print('Heracross')"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "3b436c2c",
+   "metadata": {},
+   "source": [
+    "In P4, you will regularly have to compare the stats of different Pokémon. \n",
+    "So, let's create a **helper function** here. Helper functions are simple functions that are called by other functions that perform more complicated tasks."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3221fb1b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# the function should return the name of the Pokémon with the higher HP\n",
+    "# if both Pokémon have the same HP, your function should return the name of the first Pokémon\n",
+    "# finish coding this function by removing the '...' and replacing them with valid variable names\n",
+    "\n",
+    "def compare_hp(pkmn1, pkmn2): # DO NOT EDIT THIS LINE\n",
+    "    if project.get_hp(...) >= project.get_hp(...):\n",
+    "        return ...\n",
+    "    else:\n",
+    "        return ..."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "c46fdd22",
+   "metadata": {},
+   "source": [
+    "**Question 12:** Use the `compare_hp` function to determine whether `Snorlax` or `Heracross` has the higher HP."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ffb8826a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# call your function for the Pokémon Snorlax and Heracross to see which Pokémon has the higher HP stat\n",
+    "# replace the ... with your code\n",
+    "higher_hp_pkmn = ...\n",
+    "\n",
+    "higher_hp_pkmn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5dfc8310",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q12\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "337a632a",
+   "metadata": {},
+   "source": [
+    "### Task 3.3: Helper functions - `compare_speed`\n",
+    "\n",
+    "Now, you will create another similar helper function.\n",
+    "- this function will return the name of the Pokémon with the higher `Speed` stat.\n",
+    "- if both Pokémon have the *same* `Speed` stat, this function will return `'Draw'`.\n",
+    "\n",
+    "The idea behind creating such helper functions is that if in P4 you need to quickly check which Pokémon has a higher `Speed` stat, you can simply call this function, without writing all this code again.\n",
+    "\n",
+    "**Note:** You will have to copy/paste this definition in your `p4.ipynb` notebook to be able to call it there."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0a57a79d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# the function should return the name of the Pokémon with the higher Speed\n",
+    "# if both Pokémon have the same Speed stat, this function should return 'Draw'\n",
+    "def compare_speed(pkmn1, pkmn2): # DO NOT EDIT THIS LINE\n",
+    "    pass # replace this with your code"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "b78c0595",
+   "metadata": {},
+   "source": [
+    "**Question 13.1:** What is the output of `compare_speed(\"Bulbasaur\", \"Charmander\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7d6686ae",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "test_1_higher_speed = compare_speed(\"Bulbasaur\", \"Charmander\")\n",
+    "\n",
+    "test_1_higher_speed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "77f88800",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q13-1\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "6383c8ee",
+   "metadata": {},
+   "source": [
+    "**Question 13.2:** What is the output of `compare_speed(\"Beedrill\", \"Pidgey\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7ca3f3af",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "test_2_higher_speed = compare_speed(\"Beedrill\", \"Pidgey\")\n",
+    "\n",
+    "test_2_higher_speed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76522848",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q13-2\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "832d85f7",
+   "metadata": {},
+   "source": [
+    "**Question 13.3:** What is the output of `compare_speed(\"Fennekin\", \"Sylveon\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f9af1dcd",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "test_3_higher_speed = compare_speed(\"Fennekin\", \"Sylveon\")\n",
+    "\n",
+    "test_3_higher_speed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "64743133",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q13-3\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "9d1a6776",
+   "metadata": {},
+   "source": [
+    "### Task 3.4 More helper functions\n",
+    "\n",
+    "You will now create the following function - `compare_stat_total(pkmn1, pkmn2)`\n",
+    "- this function will return the name of the Pokémon which has the higher total of `HP` + `Attack` + `Defense` + `Sp. Atk.` + `Sp. Def.` + `Speed`.\n",
+    "- if both Pokémon have the *same* total, this function will return `'Draw'`.\n",
+    "\n",
+    "Before you start defining this function, it would be a good idea to create another **helper** function. It will be inefficient to write the same code to find the stat total for both `pkmn1` and `pkmn2`. So, you might find it useful to create another function `get_stat_total(pkmn)` to compute this total, and then use this function inside `compare_stat_total`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "29c0e3d3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# this function should return the total hp + attack + defense + sp. atk. + sp. def. + speed stats of the given pkmn\n",
+    "\n",
+    "def get_stat_total(pkmn):\n",
+    "    pass # replace this with your code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1966e6a9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# the function should return the name of the Pokémon with the higher stat total\n",
+    "# if both Pokémon have the same total, this function should return 'Draw'\n",
+    "# you MUST call the get_stat_total function here\n",
+    "\n",
+    "def compare_stat_total(pkmn1, pkmn2): # DO NOT EDIT THIS LINE\n",
+    "    pass # replace this with your code"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "896a9057",
+   "metadata": {},
+   "source": [
+    "If your `get_stat_total` function works properly, you should get the following outputs:\n",
+    "1. `get_stat_total('Piplup')`: 314\n",
+    "2. `get_stat_total('Torchic')`: 310\n",
+    "3. `get_stat_total('Rowlet')`: 320\n",
+    "4. `get_stat_total('Quaxly')`: 310\n",
+    "\n",
+    "Yo can test this by adding a new cell (refer to Task 2.3 to see how), and calling your function there to confirm that the outputs match up with the numbers here."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "2f425927",
+   "metadata": {},
+   "source": [
+    "**Question 14.1:** What is the output of `compare_stat_total(\"Arcanine\", \"Carnivine\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c106ae15",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "test_1_stat_total = compare_stat_total(\"Arcanine\", \"Carnivine\")\n",
+    "\n",
+    "test_1_stat_total"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c2596fbb",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q14-1\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "351a46b7",
+   "metadata": {},
+   "source": [
+    "**Question 14.2:** What is the output of `compare_stat_total(\"Inteleon\", \"Cinderace\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "92253b42",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "test_2_stat_total = compare_stat_total(\"Inteleon\", \"Cinderace\")\n",
+    "\n",
+    "test_2_stat_total"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3751bb2a",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q14-2\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "9556d367",
+   "metadata": {},
+   "source": [
+    "**Question 14.3:** What is the output of `compare_stat_total(\"Gyarados\", \"Lugia\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "195c02cf",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "test_3_stat_total = compare_stat_total(\"Gyarados\", \"Lugia\")\n",
+    "\n",
+    "test_3_stat_total"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3d6b4a04",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q14-3\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "719b1358",
+   "metadata": {},
+   "source": [
+    "## Segment 4: Advanced Conditional Statements\n",
+    "\n",
+    "So far, we have only used if/else statements to compare numbers. Let us do something fancier now. As you might have seen in the `pokemon_stats.csv` file, a Pokémon might have one or more types. For instance, `Pikachu` has just one type: `Electric`, whereas `Charizard` has two: `Fire` and `Flying`."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "64b130ff",
+   "metadata": {},
+   "source": [
+    "### Task 4.1: Count how many types a Pokémon has\n",
+    "\n",
+    "Pokémon may have up to two different types associated with them. Let's write a function that returns the number of types a Pokémon has."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "47421937",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# this function should return 0 if type1 is 'DNE', 1 if type1 is not 'DNE' but type2 is, and 2 if neither type is 'DNE'\n",
+    "# replace the '...' from the code below to complete the get_num_types function\n",
+    "def get_num_types(pkmn):\n",
+    "    if project.get_type1(pkmn) == 'DNE':\n",
+    "        return 0\n",
+    "    elif project.get_type2(pkmn) == 'DNE':\n",
+    "        return ...\n",
+    "    else:\n",
+    "        return ..."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "27e231b0",
+   "metadata": {},
+   "source": [
+    "**Question 15.1:** What is the output of `get_num_types(\"Kubfu\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4653e68e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "test_1_num_types = get_num_types(\"Kubfu\")\n",
+    "\n",
+    "test_1_num_types"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "90dee5d1",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q15-1\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "a511faab",
+   "metadata": {},
+   "source": [
+    "**Question 15.2:** What is the output of `get_num_types(\"Dragapult\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fc16ec59",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "test_2_num_types = get_num_types(\"Dragapult\")\n",
+    "\n",
+    "test_2_num_types"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "eca0fda2",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q15-2\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "4389815a",
+   "metadata": {},
+   "source": [
+    "### Task 4.2: Determine if two Pokémon have a matching type.\n",
+    "Let us create a function that checks if two Pokémon have the same types."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "50975e7f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# we have written this function for you - can you figure out what is going on?\n",
+    "# if you want to improve this function, make edits right here; do not redefine this function elsewhere\n",
+    "def same_types(pkmn1, pkmn2):    \n",
+    "    if project.get_type1(pkmn1) == project.get_type1(pkmn2):\n",
+    "        if project.get_type2(pkmn1) == project.get_type2(pkmn2):\n",
+    "            return True\n",
+    "    return False"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "b2135e15",
+   "metadata": {},
+   "source": [
+    "### Task 4.3: Debugging I\n",
+    "\n",
+    "There is a semantic error in the function definition above! Can you spot it? If not, see the output of the cell below to understand what the error is.\n",
+    "\n",
+    "Once identified, you **must** modify the function definition above to fix the bug.\n",
+    "\n",
+    "**Do not create a new copy of / duplicate the `same_types` function definition.** You should go back to the cell where the function is already defined, make edits by adding several lines or possibly rewriting the code already there, and then re-run the function definition cell."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4f1a5ed7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# look at the stats below - what does `same_types` do when these Pokémon are your inputs?\n",
+    "# what should it do instead?\n",
+    "\n",
+    "project.print_stats(\"Dragonite\")\n",
+    "print()\n",
+    "project.print_stats(\"Noivern\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "4c1d86c1",
+   "metadata": {},
+   "source": [
+    "**Question 16:** Do `Dragonite` and `Noivern` have the same types?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0988a5ad",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# go back and edit the definition of the `same_types` function so that the output for this cell is correct\n",
+    "are_same_types = same_types(\"Dragonite\", \"Noivern\")\n",
+    "\n",
+    "are_same_types"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c903545b",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q16\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "1b48fe3b",
+   "metadata": {},
+   "source": [
+    "## Segment 5: Modify Previous functions\n",
+    "\n",
+    "### Task 5.1: Use Boolean operators to refactor `same_types`\n",
+    "\n",
+    "Some of the code you have written above may be messy and hard to read. We will now **refactor** the definition of the function `same_types` - which is just a fancy way of saying that we will make the code a little easier to read, by making efficient use of Boolean and logical operators.\n",
+    "\n",
+    "We will provide you with a code snippet, but you must fill in the rest yourself."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "03cf7e9c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# this function does the same thing as `same_types` but will hopefully be a little easier to read\n",
+    "# replace the '...' from the below code with appropriate operators/Boolean expressions:\n",
+    "\n",
+    "def same_types_refactored(pkmn1, pkmn2):\n",
+    "    pkmn1_type1 = project.get_type1(pkmn1)\n",
+    "    pkmn1_type2 = project.get_type2(pkmn1)\n",
+    "    pkmn2_type1 = project.get_type1(pkmn2)\n",
+    "    pkmn2_type2 = project.get_type2(pkmn2)\n",
+    "    \n",
+    "    if pkmn1_type1 == pkmn2_type1 ... pkmn1_type2 == pkmn2_type2: # replace ... with appropriate logical operator\n",
+    "        return True\n",
+    "    elif ...: # replace ... with an appropriate Boolean expression\n",
+    "        return True        \n",
+    "    return False"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "57fb44d0",
+   "metadata": {},
+   "source": [
+    "**Question 17.1:** What is the output of `same_types_refactored(\"Dewgong\", \"Spheal\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e94c8002",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything (for now)\n",
+    "are_same_types_refactored = same_types_refactored(\"Dewgong\", \"Spheal\")\n",
+    "\n",
+    "are_same_types_refactored"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "47f98ae9",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q17-1\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "0501bd72",
+   "metadata": {},
+   "source": [
+    "### Task 5.1.1: Good coding practices\n",
+    "\n",
+    "It is generally considered a bad coding practice to define two different functions that do the same or very similar things. We have currently defined two functions, `same_types` and `same_types_refactored`, which do the same thing. In such circumstances, we should delete one of these functions, and replace all calls to the deleted function with calls to the remaining function.\n",
+    "\n",
+    "Here, you **must** delete your definition of `same_types`. Follow the steps below:\n",
+    "1. Delete the definition of `same_types` from above.\n",
+    "2. Cut and paste your definition of `same_types_refactored` in place of the (now deleted) definition of `same_types`.\n",
+    "3. The definition of `same_types_refactored` **must** appear *before* any calls to either `same_types_refactored` or `same_types`.\n",
+    "4. Replace the name `same_types_refactored` with `same_types`.\n",
+    "5. Replace all calls to the function `same_types_refactored` with `same_types`.\n",
+    "\n",
+    "The result should be that there is **one** definition of `same_types` and **no** definitions of `same_types_refactored`."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "415242e1",
+   "metadata": {},
+   "source": [
+    "### Task 5.2: Write the function `same_region`\n",
+    "Write a new function that checks if two Pokémon come from the **same region**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b7aeff91",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# this function should return True if pkmn1 and pkmn2 both come from the same region, and False otherwise\n",
+    "def same_region(pkmn1, pkmn2): # DO NOT EDIT THIS LINE\n",
+    "    pass # replace with your code"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "7643496d",
+   "metadata": {},
+   "source": [
+    "**Question 17.2:** What is the output of `same_region(\"Dialga\", \"Palkia\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "651a0268",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "from_same_region = ...\n",
+    "\n",
+    "from_same_region"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "406c0531",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q17-2\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "35b8aa63",
+   "metadata": {},
+   "source": [
+    "### Task 5.3: Write the function `same_types_and_region`\n",
+    "Write a new function that checks if two Pokémon are of the same type **and** come from the same region. Make sure to use the functions we created in Task 5.1 and Task 5.2."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9ae7269e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# define the function same_types_and_region(pkmn1, pkmn2) here\n",
+    "# this function should return True if pkmn1 and pkmn2 are from the same region and have the same type\n",
+    "# this function should return False otherwise"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "1309e276",
+   "metadata": {},
+   "source": [
+    "You will have to answer the next few questions by calling the `same_types_and_region` function defined above. If you do not pass any of the tests below, debug your code as you did in Task 4.3 above - use `print_stats` to print the stats of the Pokémon which cause your code to fail, and go through your code line by line to verify that your code is doing what it is supposed to be doing."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "8173f36f",
+   "metadata": {},
+   "source": [
+    "**Question 18.1:** What is the output of `same_types_and_region(\"Bulbasaur\", \"Ivysaur\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b3c8db65",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "same_region_and_type_1 = ...\n",
+    "\n",
+    "same_region_and_type_1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "956a6b70",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q18-1\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "1981782e",
+   "metadata": {},
+   "source": [
+    "**Question 18.2:** What is the output of `same_types_and_region(\"Zangoose\", \"Rattata\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "21c58f89",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "same_region_and_type_2 = ...\n",
+    "\n",
+    "same_region_and_type_2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e148bf80",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q18-2\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "3c2aca5b",
+   "metadata": {},
+   "source": [
+    "**Question 18.3:** What is the output of `same_types_and_region(\"Espeon\", \"Umbreon\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6ba53bb5",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "same_region_and_type_3 = ...\n",
+    "\n",
+    "same_region_and_type_3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "79aef3a7",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q18-3\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "744a1cb2",
+   "metadata": {},
+   "source": [
+    "**Question 18.4:** What is the output of `same_types_and_region(\"Gible\", \"Golbat\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d5807461",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "same_region_and_type_4 = ...\n",
+    "\n",
+    "same_region_and_type_4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "273d9909",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q18-4\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "72e1fc20",
+   "metadata": {},
+   "source": [
+    "**Question 18.5:** What is the output of `same_types_and_region(\"Rhydon\", \"Golem\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d5846fed",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "same_region_and_type_5 = ...\n",
+    "\n",
+    "same_region_and_type_5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bd7b74a9",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q18-5\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "8ebd0101",
+   "metadata": {},
+   "source": [
+    "### Task 5.4: Write a function that determines the stronger type\n",
+    "\n",
+    "In P4, you will have to compare the strengths of different types against each other. The `get_type_effectiveness` function in `project.py` will be useful for us here. Given two types `type1` and `type2`, we can use that function to find the effectiveness of `type1` against `type2`, and also, the effectiveness of `type2` against `type1`. So, we can compare the effectiveness of the two types against each other, to determine which is stronger. \n",
+    "\n",
+    "- Write a function that determines the stronger type out of two."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "593dc54b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code to finish this function definition\n",
+    "def stronger_type(type1, type2):\n",
+    "    '''stronger_type(type1, type2) determines which of the two\n",
+    "    types is stronger by checking if the effectiveness of type1\n",
+    "    against type2 is greater than, lesser than or equal to the\n",
+    "    effectiveness of type2 against type1'''\n",
+    "    type_1_effectiveness = project.get_type_effectiveness(..., ...)\n",
+    "    type_2_effectiveness = ...\n",
+    "    if ...:\n",
+    "        return type1 + \" is stronger than \" + type2\n",
+    "    elif ...:\n",
+    "        return type2 + \" is stronger than \" + type1\n",
+    "    else:\n",
+    "        return type1 + \" and \" + type2 + \" are equally strong\""
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "ed36cf40",
+   "metadata": {},
+   "source": [
+    "**Question 19:** What is the output of `stronger_type(\"Fire\", \"Grass\")`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3ce09603",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "stronger_type = ...\n",
+    "\n",
+    "stronger_type"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "13a72ccc",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q19\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "f999ab1d",
+   "metadata": {},
+   "source": [
+    "## Segment 6: Fixing Indentation\n",
+    "\n",
+    "### Task 6.1: Debugging II\n",
+    "\n",
+    "The `def` and `if` statements you used in the functions above are two of the statements in Python that use different levels of **indentation** to encode the meaning of the statement. This means, by just changing the indentation level of some code, you might get invalid code that has a **syntax error** or you might get **valid code** that gives a different, **incorrect result**. Therefore, it is an important skill to decide on the **correct indentation level** for and to recognize a wrong indentation level in a piece of code.\n",
+    "\n",
+    "For each of the following questions, you will be provided with a function which has either **syntax/semantic errors** because of **bad indentation**. You **must** fix the indentation to make the functions work as intended. Note that you **must** fix the errors **only by changing the indentation**, and **not** by writing any code of your own."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "b30dfb00",
+   "metadata": {},
+   "source": [
+    "**Question 20.1:** Fix the indentation errors in the `compare_sp_atk` function below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9375855a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# fix any indentation errors you find in the code below\n",
+    "\n",
+    "def compare_sp_atk(pkmn1, pkmn2):\n",
+    "    '''compare_sp_atk(pkmn1, pkmn2) returns the name of the Pokemon\n",
+    "    with the higher sp atk stat.\n",
+    "    If both Pokemon have the same sp atk stat, the function returns\n",
+    "    the string \"Draw\"'''\n",
+    "    if project.get_sp_atk(pkmn1) > project.get_sp_atk(pkmn2):\n",
+    "    return pkmn1\n",
+    "    elif project.get_sp_atk(pkmn1) < project.get_sp_atk(pkmn2):\n",
+    "    return pkmn2\n",
+    "    else:\n",
+    "    return 'Draw'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5212e936",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "indentation_test_1 = compare_sp_atk(\"Squirtle\", \"Charmander\")\n",
+    "\n",
+    "indentation_test_1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "078bba47",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q20-1\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "9f401c85",
+   "metadata": {},
+   "source": [
+    "**Question 20.2:** Fix the indentation errors in the `compare_atk` function below.\n",
+    "\n",
+    "Unlike the previous function definition, this one has a **semantic** error, i.e., the code executes without any syntax errors, but the logic behind the code is incorrect. Fix the indentation, so that the code behaves as it is supposed to.\n",
+    "\n",
+    "**Hint:** If you are having trouble identifying the error, you should try tracing through the code using the test examples. For instance, you could insert a new cell and use the `project.print_stats` function to display the stats of `Aron` and `Gible`, then go through the function line by line to confirm that it behaves as it ought to."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ed55e90f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# fix any indentation errors you find in the code below\n",
+    "\n",
+    "def compare_atk(pkmn1, pkmn2):\n",
+    "    '''compare_atk(pkmn1, pkmn2) returns the name of the Pokemon\n",
+    "    with the higher attack stat.\n",
+    "    If both Pokemon have the same attack stat, the function returns\n",
+    "    the string \"Draw\"'''\n",
+    "    if project.get_attack(pkmn1) > project.get_attack(pkmn2):\n",
+    "        return pkmn1\n",
+    "    elif project.get_attack(pkmn1) < project.get_attack(pkmn2):\n",
+    "        return pkmn2\n",
+    "        if project.get_attack(pkmn1) == project.get_attack(pkmn2):\n",
+    "            return 'Draw'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6a2bbb73",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "indentation_test_2 = compare_atk(\"Aron\", \"Gible\")\n",
+    "\n",
+    "indentation_test_2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e39076b3",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q20-2\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "0f7419a7",
+   "metadata": {},
+   "source": [
+    "**Question 20.3:** Fix the indentation errors in the `compare_defense_total` function below.\n",
+    "\n",
+    "This function definition has a **semantic** error, i.e., the code executes without any syntax errors, but the logic behind the code is incorrect. Fix the indentation, so that the code behaves as it is supposed to.\n",
+    "\n",
+    "**Hint:** If you are having trouble identifying the error, you should try tracing through the code using the test examples. For instance, you could insert a new cell and use the `project.print_stats` function to display the stats of `Thundurus` and `Tornadus`, then go through the function line by line to confirm that it behaves as it ought to."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ddc05ab4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# fix any indentation errors you find in the code below\n",
+    "\n",
+    "def get_defense_total(pkmn):\n",
+    "    return project.get_defense(pkmn) + project.get_sp_def(pkmn)\n",
+    "\n",
+    "def compare_defense_total(pkmn1, pkmn2):\n",
+    "    '''compare_defense_total(pkmn1, pkmn2) returns the name of the Pokemon\n",
+    "    with the higher defense + sp def stat.\n",
+    "    If both Pokemon have the same defense + sp def, the function returns\n",
+    "    the string \"Draw\"'''\n",
+    "    if get_defense_total(pkmn1) > get_defense_total(pkmn2):\n",
+    "        return pkmn1\n",
+    "    elif get_defense_total(pkmn1) <= get_defense_total(pkmn2):\n",
+    "        if get_defense_total(pkmn1) < get_defense_total(pkmn2):\n",
+    "            return pkmn2\n",
+    "    else:\n",
+    "        return 'Draw'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8388e536",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "indentation_test_3 = compare_defense_total(\"Thundurus\", \"Tornadus\")\n",
+    "\n",
+    "indentation_test_3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cda13824",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q20-3\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "66937586",
+   "metadata": {},
+   "source": [
+    "**Question 20.4:** Fix the indentation errors in the `compare_attacks` function below.\n",
+    "\n",
+    "This function definition has a **semantic** error, i.e., the code executes without any syntax errors, but the logic behind the code is incorrect. Fix the indentation, so that the code behaves as it is supposed to.\n",
+    "\n",
+    "**Hint:** If you are having trouble identifying the error, you should try tracing through the code using the test examples. For instance, you could insert a new cell and use the `project.print_stats` function to display the stats of `Hoppip` and `Skiploom`, then go through the function line by line to confirm that it behaves as it ought to."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c8362c4f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# fix any indentation errors you find in the code below\n",
+    "\n",
+    "def compare_attacks(pkmn1, pkmn2):\n",
+    "    '''compare_attacks(pkmn1, pkmn2) returns the name of the Pokemon\n",
+    "    with both higher attack and higher sp atk\n",
+    "    If neither Pokemon has both a higher attack and a higher sp atk, \n",
+    "    the function returns the string \"Draw\"'''\n",
+    "    if project.get_attack(pkmn1) > project.get_attack(pkmn2):\n",
+    "        if project.get_sp_atk(pkmn1) > project.get_sp_atk(pkmn2):\n",
+    "            return pkmn1\n",
+    "        elif project.get_sp_atk(pkmn1) <= project.get_sp_atk(pkmn2):\n",
+    "            return \"Draw\"\n",
+    "        elif project.get_attack(pkmn1) < project.get_attack(pkmn2):\n",
+    "            if project.get_sp_atk(pkmn1) < project.get_sp_atk(pkmn2):\n",
+    "                return pkmn2\n",
+    "            elif project.get_sp_atk(pkmn1) >= project.get_sp_atk(pkmn2):\n",
+    "                return \"Draw\"\n",
+    "    else:\n",
+    "        return \"Draw\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2c26b6c4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "indentation_test_4 = compare_attacks(\"Hoppip\", \"Skiploom\")\n",
+    "\n",
+    "indentation_test_4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cf474cbb",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q20-4\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "412007cf",
+   "metadata": {},
+   "source": [
+    "**Question 20.5:** Fix the indentation errors in the `compare_speed_region` function below.\n",
+    "\n",
+    "This function definition has a **semantic** error, i.e., the code executes without any syntax errors, but the logic behind the code is incorrect. Fix the indentation, so that the code behaves as it is supposed to.\n",
+    "\n",
+    "**Hint:** If you are having trouble identifying the error, you should try tracing through the code using the test examples. For instance, you could insert a new cell and use the `project.print_stats` function to display the stats of `Turtwig`, `Chimchar`, `Lunala`, and `Solgaleo`, then go through the function line by line to confirm that it behaves as it ought to."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "26516ecc",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# fix any indentation errors you find in the code below\n",
+    "\n",
+    "def compare_speed_region(pkmn1, pkmn2):\n",
+    "    '''If the Pokemon are from the same region,\n",
+    "    compare_speed_region(pkmn1, pkmn2) returns the name of the Pokemon\n",
+    "    with the higher speed stat and the string \"Draw\" if the Pokemon\n",
+    "    have the same speed stat.\n",
+    "    If the two Pokemon are from different regions, the function returns\n",
+    "    the string \"Cannot race\"'''\n",
+    "    if project.get_region(pkmn1) != project.get_region(pkmn2):\n",
+    "        return 'Cannot race'\n",
+    "    elif project.get_region(pkmn1) == project.get_region(pkmn2):\n",
+    "        if project.get_speed(pkmn1) >= project.get_speed(pkmn2):\n",
+    "            if project.get_speed(pkmn1) > project.get_speed(pkmn2):\n",
+    "                return pkmn1\n",
+    "        else:\n",
+    "            return \"Draw\"\n",
+    "    else:\n",
+    "        return pkmn2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3ad85047",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "indentation_test_5_1 = compare_speed_region(\"Turtwig\", \"Chimchar\")\n",
+    "\n",
+    "indentation_test_5_1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e3a2d552",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# execute this cell without changing anything\n",
+    "indentation_test_5_2 = compare_speed_region(\"Lunala\", \"Solgaleo\")\n",
+    "\n",
+    "indentation_test_5_2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "abda2e05",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q20-5\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "26e4a44d",
+   "metadata": {},
+   "source": [
+    "## Great work! You are now ready to start [P4](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/sum23/projects/p4) and become a master Pokémon trainer."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "4a15a647",
+   "metadata": {},
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  },
+  "otter": {
+   "OK_FORMAT": true,
+   "tests": {
+    "q1": {
+     "name": "q1",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q1\", quaxly_region)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q10": {
+     "name": "q10",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q10\", water_rock_effectiveness)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q11": {
+     "name": "q11",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q11\", is_from_kanto_msg)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q12": {
+     "name": "q12",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q12\", higher_hp_pkmn)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q13-1": {
+     "name": "q13-1",
+     "points": 2,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q13-1\", test_1_higher_speed)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q13-2": {
+     "name": "q13-2",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q13-2\", test_2_higher_speed)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q13-3": {
+     "name": "q13-3",
+     "points": 2,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q13-3\", test_3_higher_speed)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q14-1": {
+     "name": "q14-1",
+     "points": 2,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q14-1\", test_1_stat_total)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q14-2": {
+     "name": "q14-2",
+     "points": 2,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q14-2\", test_2_stat_total)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q14-3": {
+     "name": "q14-3",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q14-3\", test_3_stat_total)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q15-1": {
+     "name": "q15-1",
+     "points": 3,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q15-1\", test_1_num_types)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q15-2": {
+     "name": "q15-2",
+     "points": 2,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q15-2\", test_2_num_types)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q16": {
+     "name": "q16",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q16\", are_same_types)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q17-1": {
+     "name": "q17-1",
+     "points": 2,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q17-1\", are_same_types_refactored)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q17-2": {
+     "name": "q17-2",
+     "points": 3,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q17-2\", from_same_region)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q18-1": {
+     "name": "q18-1",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q18-1\", same_region_and_type_1)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q18-2": {
+     "name": "q18-2",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q18-2\", same_region_and_type_2)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q18-3": {
+     "name": "q18-3",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q18-3\", same_region_and_type_3)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q18-4": {
+     "name": "q18-4",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q18-4\", same_region_and_type_4)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q18-5": {
+     "name": "q18-5",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q18-5\", same_region_and_type_5)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q19": {
+     "name": "q19",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q19\", stronger_type)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q2": {
+     "name": "q2",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q2\", scorbunny_type1)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q20-1": {
+     "name": "q20-1",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q20-1\", indentation_test_1)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q20-2": {
+     "name": "q20-2",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q20-2\", indentation_test_2)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q20-3": {
+     "name": "q20-3",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q20-3\", indentation_test_3)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q20-4": {
+     "name": "q20-4",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q20-4\", indentation_test_4)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q20-5": {
+     "name": "q20-5",
+     "points": 1,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q20-5-1\", indentation_test_5_1)\nTrue",
+         "hidden": false,
+         "locked": false
+        },
+        {
+         "code": ">>> practice_test.check(\"q20-5-2\", indentation_test_5_2)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q3": {
+     "name": "q3",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q3\", koraidon_type2)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q4": {
+     "name": "q4",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q4\", mewtwo_hp)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q5": {
+     "name": "q5",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q5\", rayquaza_attack)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q6": {
+     "name": "q6",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q6\", registeel_defense)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q7": {
+     "name": "q7",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q7\", mudkip_sp_atk)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q8": {
+     "name": "q8",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q8\", kyogre_sp_def)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q9": {
+     "name": "q9",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> practice_test.check(\"q9\", slowpoke_speed)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    }
+   }
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "f08154012ddadd8e950e6e9e035c7a7b32c136e7647e9b7c77e02eb723a8bedb"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/sum23/labs/lab4/practice_test.py b/sum23/labs/lab4/practice_test.py
new file mode 100644
index 0000000..b1e9f9e
--- /dev/null
+++ b/sum23/labs/lab4/practice_test.py
@@ -0,0 +1,89 @@
+#!/usr/bin/python
+
+import os, json, math
+
+
+REL_TOL = 6e-04  # relative tolerance for floats
+ABS_TOL = 15e-03  # absolute tolerance for floats
+
+PASS = "PASS"
+
+TEXT_FORMAT = "text"  # question type when expected answer is a str, int, float, or bool
+
+expected_json =    {"1": (TEXT_FORMAT, 'Paldea'),
+                    "2": (TEXT_FORMAT, 'Fire'),
+                    "3": (TEXT_FORMAT, 'Dragon'),
+                    "4": (TEXT_FORMAT, 106),
+                    "5": (TEXT_FORMAT, 150),
+                    "6": (TEXT_FORMAT, 150),
+                    "7": (TEXT_FORMAT, 50),
+                    "8": (TEXT_FORMAT, 140),
+                    "9": (TEXT_FORMAT, 15),
+                    "10": (TEXT_FORMAT, 2.0),
+                    "11": (TEXT_FORMAT, 'Pikachu is from the Kanto region'),
+                    "12": (TEXT_FORMAT, 'Snorlax'),
+                    "13-1": (TEXT_FORMAT, 'Charmander'),
+                    "13-2": (TEXT_FORMAT, 'Beedrill'),
+                    "13-3": (TEXT_FORMAT, 'Draw'),
+                    "14-1": (TEXT_FORMAT, 'Arcanine'),
+                    "14-2": (TEXT_FORMAT, 'Draw'),
+                    "14-3": (TEXT_FORMAT, 'Lugia'),
+                    "15-1": (TEXT_FORMAT, 1),
+                    "15-2": (TEXT_FORMAT, 2),
+                    "16": (TEXT_FORMAT, True),
+                    "17-1": (TEXT_FORMAT, True),
+                    "17-2": (TEXT_FORMAT, True),
+                    "18-1": (TEXT_FORMAT, True),
+                    "18-2": (TEXT_FORMAT, False),
+                    "18-3": (TEXT_FORMAT, False),
+                    "18-4": (TEXT_FORMAT, False),
+                    "18-5": (TEXT_FORMAT, True),
+                    "19": (TEXT_FORMAT, 'Fire is stronger than Grass'),
+                    "20-1": (TEXT_FORMAT, 'Charmander'),
+                    "20-2": (TEXT_FORMAT, 'Draw'),
+                    "20-3": (TEXT_FORMAT, 'Draw'),
+                    "20-4": (TEXT_FORMAT, 'Skiploom'),
+                    "20-5-1": (TEXT_FORMAT, 'Chimchar'),
+                    "20-5-2": (TEXT_FORMAT, 'Draw')}
+
+def check_cell(qnum, actual):
+    format, expected = expected_json[qnum[1:]]
+    try:
+        if format == TEXT_FORMAT:
+            return simple_compare(expected, actual)
+        else:
+            if expected != actual:
+                return "expected %s but found %s " % (repr(expected), repr(actual))
+    except:
+        if expected != actual:
+            return "expected %s" % (repr(expected))
+    return PASS
+
+
+def simple_compare(expected, actual, complete_msg=True):
+    msg = PASS
+    if type(expected) == type:
+        if expected != actual:
+            if type(actual) == type:
+                msg = "expected %s but found %s" % (expected.__name__, actual.__name__)
+            else:
+                msg = "expected %s but found %s" % (expected.__name__, repr(actual))
+    elif type(expected) != type(actual) and not (type(expected) in [float, int] and type(actual) in [float, int]):
+        msg = "expected to find type %s but found type %s" % (type(expected).__name__, type(actual).__name__)
+    elif type(expected) == float:
+        if not math.isclose(actual, expected, rel_tol=REL_TOL, abs_tol=ABS_TOL):
+            msg = "expected %s" % (repr(expected))
+            if complete_msg:
+                msg = msg + " but found %s" % (repr(actual))
+    else:
+        if expected != actual:
+            msg = "expected %s" % (repr(expected))
+            if complete_msg:
+                msg = msg + " but found %s" % (repr(actual))
+    return msg
+
+def check(qnum, actual):
+    msg = check_cell(qnum, actual)
+    if msg == PASS:
+        return True
+    print("<b style='color: red;'>ERROR:</b> " + msg)
diff --git a/sum23/labs/lab4/project.py b/sum23/labs/lab4/project.py
new file mode 100644
index 0000000..99e46bf
--- /dev/null
+++ b/sum23/labs/lab4/project.py
@@ -0,0 +1,120 @@
+__pokemon__= {}
+__effectiveness__ = {}
+
+def __init__():
+    """This function loads the data from `pokemon_stats.csv` and `type_effectiveness_stats.csv`. This function runs automatically, when the module is imported"""
+    import csv
+    f = open('pokemon_stats.csv', encoding='utf-8')
+    raw_pkmn_data = list(csv.reader(f))
+    f.close()
+    pkmn_header = raw_pkmn_data[0]
+    pkmn_header.pop(0)
+    raw_pkmn_data = raw_pkmn_data[1:]
+    for pkmn_data in raw_pkmn_data:
+        pkmn_data.pop(0)
+        pkmn = {}
+        for i in range(len(pkmn_header)):
+            pkmn[pkmn_header[i]] = pkmn_data[i]
+        for stat in pkmn:
+            if stat in ['HP', 'Attack', 'Defense', 'Sp. Atk', 'Sp. Def', 'Speed']:
+                pkmn[stat] = int(pkmn[stat])
+        __pokemon__[pkmn["Name"]] = pkmn
+
+    f = open('type_effectiveness_stats.csv', encoding='utf-8')
+    raw_type_data = list(csv.reader(f))
+    f.close()
+    type_header = raw_type_data[0]
+    raw_type_data = raw_type_data[1:]
+    for type1 in type_header[1:]:
+        __effectiveness__[type1] = {}
+    for row in raw_type_data:
+        type2 = row[0]
+        for i in range(1, len(row)):
+            type1 = type_header[i]
+            __effectiveness__[type1][type2] = float(row[i])
+
+def print_stats(pkmn):
+    """print_stats(pkmn) prints all the statistics of the Pokémon with the name `pkmn`"""
+    if pkmn in __pokemon__:
+        for stat in __pokemon__[pkmn]:
+            if not (stat == 'Type 2' and __pokemon__[pkmn][stat] == "DNE"):
+                print(stat, ": ", __pokemon__[pkmn][stat])
+    else:
+        raise  Exception("Pokémon '" + pkmn + "' not found in the file")
+
+def get_region(pkmn):
+    """get_region(pkmn) returns the region of the Pokémon with the name `pkmn`"""
+    if pkmn in __pokemon__:
+        return __pokemon__[pkmn]['Region']
+    else:
+        raise  Exception("Pokémon '" + pkmn + "' not found in the file")
+
+def get_type1(pkmn):
+    """get_type1(pkmn) returns Type 1 of the Pokémon with the name `pkmn`"""
+    if pkmn in __pokemon__:
+        return __pokemon__[pkmn]['Type 1']
+    else:
+        raise  Exception("Pokémon '" + pkmn + "' not found in the file")
+
+def get_type2(pkmn):
+    """get_type2(pkmn) returns Type 2 of the Pokémon with the name `pkmn`"""
+    if pkmn in __pokemon__:
+        return __pokemon__[pkmn]['Type 2']
+    else:
+        raise  Exception("Pokémon '" + pkmn + "' not found in the file")
+
+def get_hp(pkmn):
+    """get_hp(pkmn) returns the HP of the Pokémon with the name `pkmn`"""
+    if pkmn in __pokemon__:
+        return __pokemon__[pkmn]['HP']
+    else:
+        raise  Exception("Pokémon '" + pkmn + "' not found in the file")
+
+def get_attack(pkmn):
+    """get_attack(pkmn) returns the Attack of the Pokémon with the name `pkmn`"""
+    if pkmn in __pokemon__:
+        return __pokemon__[pkmn]['Attack']
+    else:
+        raise  Exception("Pokémon '" + pkmn + "' not found in the file")
+
+def get_defense(pkmn):
+    """get_defense(pkmn) returns the Defense of the Pokémon with the name `pkmn`"""
+    if pkmn in __pokemon__:
+        return __pokemon__[pkmn]['Defense']
+    else:
+        raise  Exception("Pokémon '" + pkmn + "' not found in the file")
+
+def get_sp_atk(pkmn):
+    """get_sp_atk(pkmn) returns the Special Attack of the Pokémon with the name `pkmn`"""
+    if pkmn in __pokemon__:
+        return __pokemon__[pkmn]['Sp. Atk']
+    else:
+        raise  Exception("Pokémon '" + pkmn + "' not found in the file")
+
+def get_sp_def(pkmn):
+    """get_sp_def(pkmn) returns the Special Defense of the Pokémon with the name `pkmn`"""
+    if pkmn in __pokemon__:
+        return __pokemon__[pkmn]['Sp. Def']
+    else:
+        raise  Exception("Pokémon '" + pkmn + "' not found in the file")
+
+def get_speed(pkmn):
+    """get_speed(pkmn) returns the Speed of the Pokémon with the name `pkmn`"""
+    if pkmn in __pokemon__:
+        return __pokemon__[pkmn]['Speed']
+    else:
+        raise  Exception("Pokémon '" + pkmn + "' not found in the file")
+
+def get_type_effectiveness(attacker_type, defender_type):
+    """get_type_effectiveness(attacker_type, defender_type) returns the effectiveness of `attacker_type` attacks against `defender_type` Pokémon"""
+    if attacker_type in __effectiveness__ and defender_type in __effectiveness__[attacker_type]:
+        return __effectiveness__[attacker_type][defender_type]
+    elif attacker_type not in __effectiveness__:
+        if defender_type not in __effectiveness__:
+            raise  Exception("Type '" + attacker_type + "' and Type '" + defender_type + "' not found in the file")
+        else:
+            raise  Exception("Type '" + attacker_type + "' not found in the file")
+    else:
+        raise  Exception("Type '" + defender_type + "' not found in the file")
+
+__init__()
diff --git a/sum23/labs/lab4/type_effectiveness_stats.csv b/sum23/labs/lab4/type_effectiveness_stats.csv
new file mode 100644
index 0000000..88ef8fa
--- /dev/null
+++ b/sum23/labs/lab4/type_effectiveness_stats.csv
@@ -0,0 +1,19 @@
+,Normal,Fire,Water,Electric,Grass,Ice,Fighting,Poison,Ground,Flying,Psychic,Bug,Rock,Ghost,Dragon,Dark,Steel,Fairy
+Normal,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0
+Fire,1.0,0.5,2.0,1.0,0.5,0.5,1.0,1.0,2.0,1.0,1.0,0.5,2.0,1.0,1.0,1.0,0.5,0.5
+Water,1.0,0.5,0.5,2.0,2.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.5,1.0
+Electric,1.0,1.0,1.0,0.5,1.0,1.0,1.0,1.0,2.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,0.5,1.0
+Grass,1.0,2.0,0.5,0.5,0.5,2.0,1.0,2.0,0.5,2.0,1.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0
+Ice,1.0,2.0,1.0,1.0,1.0,0.5,2.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,1.0,2.0,1.0
+Fighting,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,0.5,0.5,1.0,1.0,0.5,1.0,2.0
+Poison,1.0,1.0,1.0,1.0,0.5,1.0,0.5,0.5,2.0,1.0,2.0,0.5,1.0,1.0,1.0,1.0,1.0,0.5
+Ground,1.0,1.0,2.0,0.0,2.0,2.0,1.0,0.5,1.0,1.0,1.0,1.0,0.5,1.0,1.0,1.0,1.0,1.0
+Flying,1.0,1.0,1.0,2.0,0.5,2.0,0.5,1.0,0.0,1.0,1.0,0.5,2.0,1.0,1.0,1.0,1.0,1.0
+Psychic,1.0,1.0,1.0,1.0,1.0,1.0,0.5,1.0,1.0,1.0,0.5,2.0,1.0,2.0,1.0,2.0,1.0,1.0
+Bug,1.0,2.0,1.0,1.0,0.5,1.0,0.5,1.0,0.5,2.0,1.0,1.0,2.0,1.0,1.0,1.0,1.0,1.0
+Rock,0.5,0.5,2.0,1.0,2.0,1.0,2.0,0.5,2.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0
+Ghost,0.0,1.0,1.0,1.0,1.0,1.0,0.0,0.5,1.0,1.0,1.0,0.5,1.0,2.0,1.0,2.0,1.0,1.0
+Dragon,1.0,0.5,0.5,0.5,0.5,2.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,2.0
+Dark,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,1.0,0.0,2.0,1.0,0.5,1.0,0.5,1.0,2.0
+Steel,0.5,2.0,1.0,1.0,0.5,0.5,2.0,0.0,2.0,0.5,0.5,0.5,0.5,1.0,0.5,1.0,0.5,0.5
+Fairy,1.0,1.0,1.0,1.0,1.0,1.0,0.5,2.0,1.0,1.0,1.0,0.5,1.0,1.0,0.0,0.5,2.0,1.0
diff --git a/sum23/projects/p4/README.md b/sum23/projects/p4/README.md
new file mode 100644
index 0000000..714d857
--- /dev/null
+++ b/sum23/projects/p4/README.md
@@ -0,0 +1,40 @@
+# Project 4 (P4): Pokémon Battle Simulation
+
+## Clarifications/Corrections:
+
+* None yet.
+
+**Find any issues?** Create a piazza post.
+
+## Note on Academic Misconduct:
+You are **allowed** to work with a partner on your projects. While it is not required that you work with a partner, it is **recommended** that you find a project partner as soon as possible as the projects will get progressively harder. Be careful **not** to work with more than one partner. If you worked with a partner on Lab 4, you are **not** allowed to finish your project with a different partner. You may either continue to work with the same partner, or work on P4 alone. Now may be a good time to review our [course policies](https://canvas.wisc.edu/courses/355767/pages/syllabus?module_item_id=6048035).
+
+## Instructions:
+
+In this project, we will focus on conditional statements. To start, create a `p4` directory, and download `p4.ipynb`, `project.py`, `p4_test.py`, `pokemon_stats.csv`, and `type_effectiveness_stats.csv`.
+
+**Note:** Please go through [Lab 4](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/sum23/labs/lab4) before you start the project. The lab contains some very important information that will be necessary for you to finish the project.
+
+You will work on `p4.ipynb` and hand it in. You should follow the provided directions for each question. Questions have **specific** directions on what **to do** and what **not to do**.
+
+After you've downloaded the file to your `p4` directory, open a terminal window and use `cd` to navigate to that directory. To make sure you're in the correct directory in the terminal, type `pwd`. To make sure you've downloaded the notebook file, type `ls` to ensure that `p4.ipynb`, `project.py`, `p4_test.py`, `pokemon_stats.csv`, and `type_effectiveness_stats.csv` are listed. Then run the command `jupyter notebook` to start Jupyter, and get started on the project!
+
+**IMPORTANT**: You should **NOT** terminate/close the session where you run the above command. If you need to use any other Terminal/PowerShell commands, open a new window instead. Keep constantly saving your notebook file, by either clicking the "Save and Checkpoint" button (floppy disk) or using the appropriate keyboard shortcut.
+
+------------------------------
+
+## IMPORTANT Submission instructions:
+- Review the [Grading Rubric](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/blob/main/sum23/projects/p4/rubric.md), to ensure that you don't lose points during code review.
+- Login to [Gradescope](https://www.gradescope.com/) and upload the zip file into the P4 assignment.
+- If you completed the project with a **partner**, make sure to **add their name** by clicking "Add Group Member"
+in Gradescope when uploading the P4 zip file.
+
+   <img src="images/add_group_member.png" width="400">
+
+   **Warning:** You will have to add your partner on Gradescope even if you have filled out this information in your `p4.ipynb` notebook.
+
+- It is **your responsibility** to make sure that your project clears auto-grader tests on the Gradescope test system. Otter test results should be available in a few minutes after your submission. You should be able to see both PASS / FAIL results for the 20 test cases and your total score, which is accessible via Gradescope Dashboard (as in the image below):
+
+    <img src="images/gradescope.png" width="400">
+
+    Note that you can only see your score as `-/100.0` since it has not yet been reviewed by a TA. However, you should confirm that your tests have all passed the autograder.
diff --git a/sum23/projects/p4/gen_csv.ipynb b/sum23/projects/p4/gen_csv.ipynb
new file mode 100644
index 0000000..7fb8782
--- /dev/null
+++ b/sum23/projects/p4/gen_csv.ipynb
@@ -0,0 +1,371 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import requests\n",
+    "from bs4 import BeautifulSoup as bs\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dex_url = \"https://pokemondb.net/pokedex/all\"\n",
+    "re = requests.get(dex_url)\n",
+    "re.raise_for_status()\n",
+    "raw_dex_data = bs(re.text, 'html.parser')\n",
+    "\n",
+    "pokemon = []\n",
+    "pokemon_order = {}\n",
+    "tables = raw_dex_data.find_all('a', attrs={'class':'ent-name'})\n",
+    "count = 0\n",
+    "for link in tables:\n",
+    "    if link.text not in pokemon:\n",
+    "        pokemon.append(link.text)\n",
+    "        pokemon_order[link.text] = count\n",
+    "        count+=1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'https://pokemondb.net/pokedex/Pikachu'"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pokemon_url = {}\n",
+    "for pkmn in pokemon:\n",
+    "    pokemon_url[pkmn] = ('https://pokemondb.net/pokedex/' + pkmn)\n",
+    "\n",
+    "pokemon_url['Pikachu']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "981"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# this cell takes a very long time, it scrapes every pokedex entry\n",
+    "raw_pokemon_data = {}\n",
+    "for pkmn in pokemon_url:\n",
+    "    try:\n",
+    "        re = requests.get(pokemon_url[pkmn])\n",
+    "        re.raise_for_status()\n",
+    "        raw_pokemon_data[pkmn] = (bs(re.text, 'html.parser'))\n",
+    "    except:\n",
+    "        pass\n",
+    "    \n",
+    "len(raw_pokemon_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<table class=\"vitals-table\">\n",
+       "<tbody>\n",
+       "<tr>\n",
+       "<th>HP</th>\n",
+       "<td class=\"cell-num\">35</td>\n",
+       "<td class=\"cell-barchart\">\n",
+       "<div class=\"barchart-bar barchart-rank-2\" style=\"width:19.44%;\"></div>\n",
+       "</td>\n",
+       "<td class=\"cell-num\">180</td>\n",
+       "<td class=\"cell-num\">274</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "<th>Attack</th>\n",
+       "<td class=\"cell-num\">55</td>\n",
+       "<td class=\"cell-barchart\">\n",
+       "<div class=\"barchart-bar barchart-rank-2\" style=\"width:30.56%;\"></div>\n",
+       "</td>\n",
+       "<td class=\"cell-num\">103</td>\n",
+       "<td class=\"cell-num\">229</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "<th>Defense</th>\n",
+       "<td class=\"cell-num\">40</td>\n",
+       "<td class=\"cell-barchart\">\n",
+       "<div class=\"barchart-bar barchart-rank-2\" style=\"width:22.22%;\"></div>\n",
+       "</td>\n",
+       "<td class=\"cell-num\">76</td>\n",
+       "<td class=\"cell-num\">196</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "<th>Sp. Atk</th>\n",
+       "<td class=\"cell-num\">50</td>\n",
+       "<td class=\"cell-barchart\">\n",
+       "<div class=\"barchart-bar barchart-rank-2\" style=\"width:27.78%;\"></div>\n",
+       "</td>\n",
+       "<td class=\"cell-num\">94</td>\n",
+       "<td class=\"cell-num\">218</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "<th>Sp. Def</th>\n",
+       "<td class=\"cell-num\">50</td>\n",
+       "<td class=\"cell-barchart\">\n",
+       "<div class=\"barchart-bar barchart-rank-2\" style=\"width:27.78%;\"></div>\n",
+       "</td>\n",
+       "<td class=\"cell-num\">94</td>\n",
+       "<td class=\"cell-num\">218</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "<th>Speed</th>\n",
+       "<td class=\"cell-num\">90</td>\n",
+       "<td class=\"cell-barchart\">\n",
+       "<div class=\"barchart-bar barchart-rank-4\" style=\"width:50.00%;\"></div>\n",
+       "</td>\n",
+       "<td class=\"cell-num\">166</td>\n",
+       "<td class=\"cell-num\">306</td>\n",
+       "</tr>\n",
+       "</tbody>\n",
+       "<tfoot>\n",
+       "<tr>\n",
+       "<th>Total</th>\n",
+       "<td class=\"cell-num cell-total\">320</td>\n",
+       "<th class=\"cell-barchart\"></th>\n",
+       "<th>Min</th>\n",
+       "<th>Max</th>\n",
+       "</tr>\n",
+       "</tfoot>\n",
+       "</table>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_pokemon_stats = {}\n",
+    "headers = ['HP', 'Attack', 'Defense', 'Sp. Atk', 'Sp. Def', 'Speed']\n",
+    "for pkmn in raw_pokemon_data:\n",
+    "    raw_pokemon_tables = raw_pokemon_data[pkmn].find_all('table')\n",
+    "    for table in raw_pokemon_tables:\n",
+    "        correct_table = True\n",
+    "        table_headers = [header.get_text() for header in table.find_all('th')]\n",
+    "        for header in headers:\n",
+    "            if header not in table_headers:\n",
+    "                correct_table = False\n",
+    "        if correct_table and pkmn not in raw_pokemon_stats:\n",
+    "            raw_pokemon_stats[pkmn] = table\n",
+    "        \n",
+    "raw_pokemon_stats['Pikachu']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'Name': 'Bulbasaur',\n",
+       "  'Region': 'Kanto',\n",
+       "  'Type 1': 'Grass',\n",
+       "  'Type 2': 'Poison',\n",
+       "  'HP': '45',\n",
+       "  'Attack': '49',\n",
+       "  'Defense': '49',\n",
+       "  'Sp. Atk': '65',\n",
+       "  'Sp. Def': '65',\n",
+       "  'Speed': '45'},\n",
+       " {'Name': 'Ivysaur',\n",
+       "  'Region': 'Kanto',\n",
+       "  'Type 1': 'Grass',\n",
+       "  'Type 2': 'Poison',\n",
+       "  'HP': '60',\n",
+       "  'Attack': '62',\n",
+       "  'Defense': '63',\n",
+       "  'Sp. Atk': '80',\n",
+       "  'Sp. Def': '80',\n",
+       "  'Speed': '60'},\n",
+       " {'Name': 'Venusaur',\n",
+       "  'Region': 'Kanto',\n",
+       "  'Type 1': 'Grass',\n",
+       "  'Type 2': 'Poison',\n",
+       "  'HP': '80',\n",
+       "  'Attack': '82',\n",
+       "  'Defense': '83',\n",
+       "  'Sp. Atk': '100',\n",
+       "  'Sp. Def': '100',\n",
+       "  'Speed': '80'}]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "regions = {1: \"Kanto\", 2: \"Johto\", 3: \"Hoenn\", 4: \"Sinnoh\", 5: \"Unova\", 6: \"Kalos\", 7: \"Alola\", 8: \"Galar\", 9: \"Paldea\"}\n",
+    "\n",
+    "pokemon_stats = []\n",
+    "for pkmn in raw_pokemon_stats:\n",
+    "    stats = {}\n",
+    "    raw_stats = raw_pokemon_stats[pkmn].find_all('tr')\n",
+    "    stats['Name'] = pkmn\n",
+    "    generation_text = raw_pokemon_data[pkmn].find('p').text\n",
+    "    generation_idx = generation_text.find('Generation')\n",
+    "    generation = int(generation_text[generation_idx + len('Generation ')])\n",
+    "    stats[\"Region\"] = regions[generation]\n",
+    "    pkmn_types = raw_pokemon_data[pkmn].find('table').find_all('td')[1].find_all('a')\n",
+    "    stats['Type 1'] = pkmn_types[0].text\n",
+    "    if len(pkmn_types) > 1:\n",
+    "        stats['Type 2'] = pkmn_types[1].text\n",
+    "    else:\n",
+    "        stats['Type 2'] = 'DNE'\n",
+    "    for stat in raw_stats:\n",
+    "        stat_name = stat.find('th').get_text()\n",
+    "        stat_num = stat.find('td').get_text()\n",
+    "        if stat_name in headers:\n",
+    "            stats[stat_name] = stat_num\n",
+    "    pokemon_stats.append(stats)\n",
+    "\n",
+    "pokemon_stats = sorted(pokemon_stats, key = lambda x: pokemon_order[x['Name']])\n",
+    "pokemon_stats[:3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cols = [\"Name\",\"Attack\",\"Defense\",\"HP\",\"Region\",\"Sp. Atk\",\"Sp. Def\",\"Speed\",\"Type 1\",\"Type 2\"]\n",
+    "df = pd.DataFrame(pokemon_stats)\n",
+    "df = df[cols]\n",
+    "df.to_csv('pokemon_stats.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'Normal': 1.0,\n",
+       " 'Fire': 0.5,\n",
+       " 'Water': 0.5,\n",
+       " 'Electric': 1.0,\n",
+       " 'Grass': 2.0,\n",
+       " 'Ice': 2.0,\n",
+       " 'Fighting': 1.0,\n",
+       " 'Poison': 1.0,\n",
+       " 'Ground': 1.0,\n",
+       " 'Flying': 1.0,\n",
+       " 'Psychic': 1.0,\n",
+       " 'Bug': 2.0,\n",
+       " 'Rock': 0.5,\n",
+       " 'Ghost': 1.0,\n",
+       " 'Dragon': 0.5,\n",
+       " 'Dark': 1.0,\n",
+       " 'Steel': 2.0,\n",
+       " 'Fairy': 1.0}"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type_url = \"https://pokemondb.net/type\"\n",
+    "re = requests.get(type_url)\n",
+    "re.raise_for_status()\n",
+    "raw_type_data = bs(re.text, 'html.parser')\n",
+    "\n",
+    "effectiveness = {}\n",
+    "raw_to_numbers = {'normal': 1.0, 'not': 0.5, 'super-effective': 2.0, 'no': 0.0}\n",
+    "table = raw_type_data.find('table')\n",
+    "rows = table.find_all('tr')[1:]\n",
+    "for row in rows:\n",
+    "    cells = row.find_all('td')\n",
+    "    for cell in cells:\n",
+    "        data = cell.attrs['title']\n",
+    "        types, val = data.split(' = ')\n",
+    "        type1, type2 = types.split(\" → \")\n",
+    "        val = val.split()[0]\n",
+    "        if type1 not in effectiveness:\n",
+    "            effectiveness[type1] = {}\n",
+    "        effectiveness[type1][type2] = raw_to_numbers[val]\n",
+    "        \n",
+    "effectiveness['Fire']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.DataFrame(effectiveness)\n",
+    "df.to_csv('type_effectiveness_stats.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/sum23/projects/p4/images/README.md b/sum23/projects/p4/images/README.md
new file mode 100644
index 0000000..e5f0534
--- /dev/null
+++ b/sum23/projects/p4/images/README.md
@@ -0,0 +1,3 @@
+# Images
+
+Images from p4 are stored here.
diff --git a/sum23/projects/p4/images/add_group_member.png b/sum23/projects/p4/images/add_group_member.png
new file mode 100644
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diff --git a/sum23/projects/p4/p4.ipynb b/sum23/projects/p4/p4.ipynb
new file mode 100644
index 0000000..e84fd48
--- /dev/null
+++ b/sum23/projects/p4/p4.ipynb
@@ -0,0 +1,2077 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bb8cba63",
+   "metadata": {
+    "cell_type": "code",
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "# import and initialize otter\n",
+    "import otter\n",
+    "grader = otter.Notebook(\"p4.ipynb\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "df3e4b8e",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "import p4_test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "02c2a706",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# PLEASE FILL IN THE DETAILS\n",
+    "# enter none if you don't have a project partner\n",
+    "\n",
+    "# project: p4\n",
+    "# submitter: NETID1\n",
+    "# partner: NETID2\n",
+    "# hours: ????"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "ead68acf",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Project 4: Pokémon Battle Simulation"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "04606b3f",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "### Learning Objectives:\n",
+    "\n",
+    "In this project, you will demonstrate how to\n",
+    "\n",
+    "* Use conditional statements to implement decisions,\n",
+    "* Write functions using parameters, return values, and conditional logic,\n",
+    "* Use good coding practices as outlined in Lab 4.\n",
+    "\n",
+    "**Please go through [Lab 4](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/sum23/labs/lab4) before working on this project.** The lab introduces some useful techniques related to this project."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "d628ca36",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Testing your code:\n",
+    "\n",
+    "Along with this notebook, you must have downloaded the file `p4_test.py`. If you are curious about how we test your code, you can explore this file, and specifically the value of the variable `expected_json`, to understand the expected answers to the questions."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "f40e773e",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Project Description:\n",
+    "\n",
+    "For this project, you'll be using the data from `pokemon_stats.csv` and `type_effectiveness_stats.csv` to simulate Pokémon battles and to check the compatibility for friendships between different Pokémon. This data was gathered by the Python program `gen_csv.ipynb` from the website https://www.pokemondb.net/.\n",
+    "\n",
+    "* To start, download `project.py`, `p4_test.py`, `type_effectiveness_stats.csv`, and `pokemon_stats.csv`.\n",
+    "* You'll do all your work on this notebook, and turn it into Gradescope just as you did for the previous projects.\n",
+    "\n",
+    "We won't explain how to use the project module here (the code in the `project.py` file), or the dataset that you will be working with. The lab this week is designed to teach you how it works. So, before starting P4, take a look at Lab 4."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "8e325aab",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Project Requirements:\n",
+    "\n",
+    "\n",
+    "You **may not** hardcode any answers in your code. We'll **manually deduct** points from your autograder score on Gradescope during code review.\n",
+    "\n",
+    "**Store** your final answer for each question in the **variable specified for each question**. This step is important because Otter grades your work by comparing the value of this variable against the correct answer.\n",
+    "\n",
+    "For some of the questions, we'll ask you to write (then use) a function to compute the answer. If you compute the answer **without** creating the function we ask you to write, we'll **manually deduct** points from your autograder score on Gradescope, even if the way you did it produced the correct answer.\n",
+    "\n",
+    "Required Functions:\n",
+    "- `damage`\n",
+    "- `type_bonus`\n",
+    "- `get_num_types`\n",
+    "- `effective_damage`\n",
+    "- `num_hits`\n",
+    "- `battle`\n",
+    "- `friendship_score`\n",
+    "\n",
+    "\n",
+    "In this project, you will have to write several functions and keep adding more details to them according to the instructions. When you are adding more things to your functions, you **must** follow the **Good Coding Style for Functions** described in [Lab 4](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/sum23/labs/lab4). Therefore, you **must only** keep the latest version of your functions in your notebook file. You can do this by **replacing** your old function definition with the new one after you have confirmed that the new one works."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "4a4beec4",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Questions and Functions:\n",
+    "\n",
+    "Let us start by importing all the modules we will need for this project."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d9f07975",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# it is considered a good coding practice to place all import statements at the top of the notebook\n",
+    "\n",
+    "# please place all your import statements in this cell if you need to import \n",
+    "# any more modules for this project\n"
+   ]
+  },
+  {
+   "attachments": {
+    "pokemon.jpg": {
+     "image/jpeg": 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+    }
+   },
+   "cell_type": "markdown",
+   "id": "b4db4953",
+   "metadata": {},
+   "source": [
+    "In the first stage of this project, we will be simulating Pokémon battles. Before we proceed any further, let us take a look at the Pokémon we will be dealing with in this project (let us know what your favorite Pokémon is in a comment):\n",
+    "\n",
+    "![pokemon.jpg](attachment:pokemon.jpg)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e976c9d7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Who's your favorite Pokémon? (OPTIONAL)\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "17cc1529",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Rules for Pokémon battles:\n",
+    "\n",
+    "Now, here are the *rules* governing Pokémon battles:\n",
+    "\n",
+    "1. A Pokémon battle takes place between two Pokémon\n",
+    "2. The two Pokémon take turns attacking each other.\n",
+    "3. The Pokémon with the higher **Speed** stat attacks first.\n",
+    "4. On each turn, the attacking Pokémon can choose between two modes of attack - **Physical** or **Special**.\n",
+    "5. In addition to the attack mode, each Pokémon can choose the **type** of its attack.\n",
+    "6. Based on the move chosen by the attacking Pokémon, the defending Pokémon receives damage to its **HP**.\n",
+    "7. If a Pokémon's **HP** drops to (or below) 0, it faints and therefore loses the battle.\n",
+    "8. However, if one Pokémon is much stronger than the other, then the weaker Pokémon will **run away** instead of fighting."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "a56a978f",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Throughout this project, we will break this down into smaller parts and slowly build up to the `battle` function. Eventually the `battle` function will determine the outcome of a battle between any two Pokémon.\n",
+    "\n",
+    "The first thing we need to do is calculate the damage caused by one Pokémon's attack on another Pokémon. To accomplish this, we need to create the function `damage`."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "e6002436",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "### Function 1: `damage(attack, defender)`\n",
+    "\n",
+    "The `attacker` can choose between two attack modes - **Physical** or **Special**. The damage caused by the attacker's **Physical** move is `10 * Attack stat of Attacker / Defense stat of Defender`, and the damage caused by the attacker's **Special** move is `10 * Sp. Atk. stat of Attacker / Sp. Def. stat of Defender`.\n",
+    "\n",
+    "**If the attacker wants to win, it should always choose the move which will do more damage.** So, that is what we want our function `damage` to do. We want this function to find out which mode of attack the attacker would choose, and return the damage that the attacker would do to the defender.\n",
+    "\n",
+    "Use the following code snippet and fill in the details to complete the `damage` function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "467574bc",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def damage(attacker, defender):\n",
+    "    # TODO: replace the ... with your code\n",
+    "    physical_damage = 10 * project.get_attack(attacker) / project.get_defense(defender)\n",
+    "    special_damage = ...\n",
+    "    if ...:\n",
+    "        return physical_damage\n",
+    "    else:\n",
+    "        return ..."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "51ca5b59",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Now, let's find out if this function works. Use `damage` to answer the next two questions."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "25e3c9de",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 1:** How much damage does `Feraligatr` do to `Aipom`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "35157c2e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "damage_feraligatr_aipom = ...\n",
+    "\n",
+    "damage_feraligatr_aipom"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2c77f214",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q1\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "c3719cd4",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 2:** How much damage does `Lucario` do to `Klawf`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d1f0aefd",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "damage_lucario_klawf = ...\n",
+    "\n",
+    "damage_lucario_klawf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "091d0b55",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q2\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "cf7d5ff7",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "In addition to choosing the attack **mode** (i.e. **Physical** or **Special**), the attacker can also (sometimes) choose the **type** of attack. Before we figure out what type the attacker should choose, we first need to find out the *effect* of the attack on the defender. Each attack type offers a **type bonus** to the attack damage that we calculated with the `damage` function.\n",
+    "\n",
+    "If the attacker chooses an attack of type `attack_type` against a defender with only one type, `type1` (i.e. its `type2` is `DNE`), then the **type bonus** of this attack is `get_type_effectiveness(attack_type, type1)`. If the defender has two types `type1` and `type2`, then the **type bonus** of this attack is `get_type_effectiveness(attack_type, type1) * get_type_effectiveness(attack_type, type2)`.\n",
+    "\n",
+    "For example, let the `attack_type` be `Bug` and the defender be the Pokémon `Charmander`. `Charmander` has only one type, `Fire` (with its `type2` being `DNE`). In this case, we see that"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1eef5547",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# the effectiveness of Bug against Fire is...\n",
+    "project.get_type_effectiveness(\"Bug\", \"Fire\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "275c2cd1",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Therefore, the type bonus of a `Fire` type attack on `Charmander` is `0.5`. On the other hand, consider a `Fire` type attack on the Pokémon `Bulbasaur`. `Bulbasaur` has 2 types, `Grass` and `Poison`. In this case, we see that"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cc938f00",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# the effectiveness of Fire against Grass is...\n",
+    "project.get_type_effectiveness(\"Fire\", \"Grass\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2029c9c2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# the effectiveness of Fire against Poison is...\n",
+    "project.get_type_effectiveness(\"Fire\", \"Poison\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "3bb03fd9",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Therefore, the type bonus of a `Fire` type attack on `Bulbasaur` is the product of these two numbers `2.0 * 1.0 = 2.0`."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "800edc48",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "### Function 2: `type_bonus(attack_type, defender)`\n",
+    "We are now ready to write the definition of the `type_bonus` function, which will calculate the type bonus of an `attack_type` against a `defender`. We have provided a code snippet for you to work with. You may rewrite the entire function from scratch if you want to."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0a9c69a4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def type_bonus(attack_type, defender):\n",
+    "    # TODO: store the `type1` and `type2` of the `defender` in variables \n",
+    "    #       `defender_type1` and `defender_type2`\n",
+    "    # TODO: replace the ... with your code\n",
+    "\n",
+    "    if ...:\n",
+    "        bonus = project.get_type_effectiveness(attack_type, defender_type1)\n",
+    "        return bonus\n",
+    "    else:\n",
+    "        bonus = ...\n",
+    "        return bonus"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "bb6f7e8d",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 3:** How effective is `Poison` type against `Rayquaza`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1dbb287c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "bonus_poison_rayquaza = ...\n",
+    "\n",
+    "bonus_poison_rayquaza"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cb7c6cb0",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q3\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "3639caf9",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 4:** How effective is `Bug` type against `Mew`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5fc80c91",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "bonus_bug_mew = ...\n",
+    "\n",
+    "bonus_bug_mew"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3f081412",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q4\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "1e8a439c",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "When an `attacker` chooses an attack of type `attack_type` against a `defender`, the damage done is `type_bonus(attack_type, defender) * damage(attacker, defender)`.\n",
+    "\n",
+    "An attacker can choose between any of its types for its attack type. So, if an attacker has two types, it can choose either type 1 or type 2 as its attack type. However, if it has only one type (i.e. its `type2` is `DNE`), it has no choice but to choose type 1 as its attack type. For example, a Pokémon like `Weedle` which has two types (`Bug` and `Poison`) can choose to make its attack either `Bug` type or `Poison` type. On the other hand, a Pokémon like `Magikarp` which has only one type (`Water`) can only make its attack a `Water` type attack.\n",
+    "\n",
+    "While a Pokémon with only one type doesn't have a choice, **a Pokémon with two types can choose its attack between its two types**. If the attacker wants to win, it should always choose the type which will do more damage.\n",
+    "\n",
+    "Let us consider the case when an **attacker has only one type**. (i.e. `type2` is `DNE`). To illustrate this, we take `Magikarp` as the attacker and `Charizard` as the defender. Let us first ensure that `Magikarp` has only 1 type."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c0c84df7",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# type1 of Magikarp is...\n",
+    "project.get_type1(\"Magikarp\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7d125be6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# and type2 of Magikarp is...\n",
+    "project.get_type2(\"Magikarp\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "197120a7",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "In this case, we simply take the `type_bonus` of the first type against `Charizard` (the defender)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dcce3b23",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# so the bonus that Magikarp gets against Charizard is...\n",
+    "bonus = type_bonus(project.get_type1(\"Magikarp\"), \"Charizard\")\n",
+    "\n",
+    "bonus"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "21425782",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "`bonus` should contain the value `2.0`. To calculate the effective damage that Magikarp does to Charizard, we take `damage(\"Magikarp\", \"Charizard\") * bonus`"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "b4994deb",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "We will now consider the case where an **attacker has two types**.\n",
+    "\n",
+    "To illustrate this, we take `Weedle` as the `attacker` and `Charizard` as the `defender`. If your `type_bonus` function works correctly the values obtained by measuring the type bonus of `Weedle` against `Charizard` are as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6fca50c6",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "# the type bonus of type1 (Bug) of Weedle against Charizard is...\n",
+    "type_bonus(project.get_type1(\"Weedle\"), \"Charizard\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0833e89f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# and the type bonus of type2 (Poison) of Weedle against Charizard is...\n",
+    "type_bonus(project.get_type2(\"Weedle\"), \"Charizard\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "ab22e4e6",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Clearly, `Weedle`'s second type (`Poison`) causes more damage to `Charizard` than its first type (`Bug`). So, **`Weedle` would choose its `Poison` type attack instead of its `Bug` type attack against `Charizard`.**\n",
+    "\n",
+    "Therefore, the effective `bonus` is `max(0.25, 1.0) = 1.0`. So, the effective damage that `Weedle` does to `Charizard` is `damage(\"Weedle\", \"Charizard\") * 1.0`."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "c81702a9",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "### Function 3: `effective_damage(attacker, defender)`\n",
+    "\n",
+    "We now write a function `effective_damage` to compute the actual damage that an `attacker` would do to the `defender`, taking into account, both the **attack mode** and **attack type**.\n",
+    "\n",
+    "The `effective_damage` function definition **must** invoke the `get_num_types` function you wrote during lab. Create a new cell in your Jupyter notebook above the definition of `effective_damage` and copy/paste the definition of `get_num_types` there. **We'll manually deduct points** if you don't invoke `get_num_types`.\n",
+    "\n",
+    "Start with the code snippet provided below. Use the `effective_damage` function to answer the next three questions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1285d758",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def effective_damage(attacker, defender):\n",
+    "    pass # TODO: replace with your code\n",
+    "    #TODO: check if the attacker has two types; you must invoke the relevant \n",
+    "    #      function you defined in Lab-P4\n",
+    "    #TODO: compute the bonus of the attacker's type(s) against the defender\n",
+    "    #TODO: find the attack_type with the higher bonus\n",
+    "    #TODO: compute the damage caused by attack, considering the higher bonus, and return it\n",
+    "    "
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "d08a5356",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 5:** How much damage does `Pikachu` do to `Weedle`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "756d5f7c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "eff_damage_pikachu_weedle = ...\n",
+    "\n",
+    "eff_damage_pikachu_weedle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6d6e5bc2",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q5\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "5c3d6661",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 6:** How much damage does `Cloyster` do to `Lapras`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ed49723e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "eff_damage_cloyster_lapras = ...\n",
+    "\n",
+    "eff_damage_cloyster_lapras"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "95a6ac11",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q6\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "25005b6d",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 7:** How much damage does `Charizard` do to `Wailmer`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e2244f11",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "eff_damage_charizard_wailmer = ...\n",
+    "\n",
+    "eff_damage_charizard_wailmer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "64a032cf",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q7\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "eeb32631",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "### Function 4: `num_hits(attacker, defender)`\n",
+    "\n",
+    "Now that we have a way of calculating the damage done by the Pokémon during battle, we have to calculate **how many hits** each Pokémon can take before fainting.\n",
+    "\n",
+    "The number of hits a Pokémon can take is calculated by taking its **HP** and dividing it by the attacking Pokémon's **effective damage**.\n",
+    "\n",
+    "If the defending pokemon has `30 HP` and the attacking pokemon does `20` effective damage each turn, it will take `2` turns before the defender faints instead of `30 / 20 = 1.5`. You might want to use the method `math.ceil` here. First import the module `math` (remember to add the `import math` call at the **top of your notebook** in the cell where you have been asked to place all `import` statements) and then look up the documentation of `math.ceil` to see how you could use it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0b9a186f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def num_hits(attacker, defender):\n",
+    "    pass # TODO: replace with your code"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "46231a30",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Use `num_hits` to answer the next two questions."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "f32f65ad",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 8:** How many hits can the *defending* Pokémon `Garchomp` take from `Golem`(*attacker*)?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dbaa9fcb",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "hits_garchomp_golem = ...\n",
+    "\n",
+    "hits_garchomp_golem"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "89c89f41",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q8\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "9e338547",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 9:** How many hits can the *defending* Pokémon `Mew` take from `Shinx`(*attacker*)?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dd0f2a5e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "hits_mew_shinx = ...\n",
+    "\n",
+    "hits_mew_shinx"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4eaacf1f",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q9\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "33dd2e73",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Function 5: `battle(pkmn1, pkmn2)`\n",
+    "\n",
+    "With the functions we have created so far, we can now finally start creating our battle simulator.\n",
+    "\n",
+    "This function should take in two Pokémon `pkmn1`, and `pkmn2` as its parameters, and it should output the name of the Pokémon which wins the battle.\n",
+    "\n",
+    "However, it might still be a little overwhelming to code all the rules in one go. So, let us break it up into several steps, and implement the function over the next several questions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8945a9da",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def battle(pkmn1, pkmn2):\n",
+    "    pass # TODO: replace with your code\n",
+    "    # TODO: let us ignore the rules that have to do with Speed \n",
+    "    #       and Pokémon running away for now\n",
+    "    # TODO: implement code to check whether pkmn1 or pkmn2 can take more \n",
+    "    #       hits from the other before fainting\n",
+    "    # TODO: the Pokémon which can take more hits before fainting should be the winner\n",
+    "    # TODO: if the two Pokémon can take the same number of hits from \n",
+    "    #       the other, your output should be 'Draw'"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "6cccc6e1",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 10**: What is the output of `battle('Haunter', 'Rhydon')`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "640f9ac5",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "battle_haunter_rhydon = ...\n",
+    "\n",
+    "battle_haunter_rhydon"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7cc8baa7",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q10\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "12036300",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 11**: What is the output of `battle('Espeon', 'Raichu')`??"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "269689cc",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "battle_espeon_raichu = ...\n",
+    "\n",
+    "battle_espeon_raichu"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c02aedbf",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q11\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "8d8407fe",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "The function `battle` seems to be working well so far, but it does not quite follow all the rules that we laid out at the beginning. The function currently returns `\"Draw\"` if both Pokémon can take the same number of hits from each other. However, when we look at the rules from above, we notice that the Pokémon with **higher speed attacks first**. This means that even if both Pokémon go down in the same number of hits, the Pokémon with the higher **speed** stat will attack first, and will therefore land its last hit before the other Pokémon can hit back.\n",
+    "\n",
+    "In other words, if both Pokémon faint within the same number of moves, the Pokémon with the higher **speed** stat should win the battle. Go back and modify `battle` so that if both Pokémon faint in the same number of moves, the Pokémon with the higher **speed** wins. If they both have the same **speed**, then the battle should be a `'Draw'`.\n",
+    "\n",
+    "**Warning:** Do **not** redefine `battle`. You may make a *copy* of the function as it is when you start working on updating its definition, but the notebook you turn in should only have *one* definition of `battle`. So, you should **delete** any older versions of the function after your new code demonstrably works."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "cd303ab4",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 12**: What is the output of `battle('Garchomp', 'Hydreigon')`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ac7a11b8",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "battle_garchomp_hydreigon = ...\n",
+    "\n",
+    "battle_garchomp_hydreigon"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1ffb5e6f",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q12\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "509f8ed8",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 13**: What is the output of `battle('Gulpin', 'Mudkip')`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "494be289",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "battle_gulpin_mudkip = ...\n",
+    "\n",
+    "battle_gulpin_mudkip"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0d52c1ba",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q13\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "78c3e619",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "One last rule we need to implement is the **runaway** feature. For example, consider a battle between `Pikachu` and `Glaceon`. `Glaceon` can take `13` hits from `Pikachu`, but `Pikachu` can only take `2` hits from `Glaceon`. Because of this massive difference, `Pikachu` should choose to **run away** from this battle rather than attempt to fight.\n",
+    "\n",
+    "Modify `battle` so that if one Pokémon can take **at least** 10 more hits than the other, the weaker one runs away. The function should return `\"<pkmn_name> ran away\"`. Make sure the function says the Pokémon that can take fewer hits ran away.\n",
+    "\n",
+    "**Hint:** Even though this is the *last* rule to implement, it is the *first* thing that the battle function should check. Also, here's another reminder to *not* redefine `battle`."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "cd7fc4a4",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 14**: What is the output of `battle('Miraidon', 'Eevee')`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a8bf381b",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "battle_miraidon_eevee = ...\n",
+    "\n",
+    "battle_miraidon_eevee"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b7abf2b8",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q14\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "03f27a74",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 15**: What is the output of `battle('Onix', 'Hydreigon')`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aace7ec2",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "battle_onix_hydreigon = ...\n",
+    "\n",
+    "battle_onix_hydreigon"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0c3e04d",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q15\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "efd725ec",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 16**: What is the output of `battle('Chien-Pao', 'Tauros')`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e2300992",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "battle_chien_pao_tauros = ...\n",
+    "\n",
+    "battle_chien_pao_tauros"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bf32424b",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q16\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "9ebe0d29",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Function 6: `friendship_score(pkmn1, pkmn2)`\n",
+    "\n",
+    "Pokémon aren't always violent. They are at most times quite friendly. However, some Pokémon are more friendly with some than they are with others. Trainers need to know which Pokémon get along well and which do not, to avoid unnecessary conflict. Thankfully for trainers, there is an almost scientific way to determine how well two different Pokémon can get along with each other.\n",
+    "\n",
+    "Given two Pokémon `pkmn1` and `pkmn2`, we can compute the **friendship score** between them. A high friendship score (5) means the two Pokémon will get along really well, while a low friendship score (0) means they won't.\n",
+    "\n",
+    "We can check whether a pair of Pokémon has a high friendship score based on the below rules:\n",
+    "\n",
+    "1. Pokémon from the **same region** gain a friendship point.\n",
+    "\n",
+    "2. Pokémon gain a  friendship point if their **difference** in **stat total** is **at most** 20 points. The **stat total** of a Pokémon is the sum of its Attack, Defense, HP, Sp. Atk., Sp. Def., and Speed stats. \n",
+    "   \n",
+    "3. Pokémon gain a friendship point if they have the **same `type1`**.\n",
+    "    \n",
+    "4. Pokémon gain a friendship point if they have the **same `type2`**, provided that this common `type2` is **not** `DNE`. This means that if the two Pokémon both have `DNE` as their common `type2`, then they will **not** receive any extra friendship points for it. \n",
+    "    \n",
+    "5. If a Pokémon's `type1` is the same as another Pokémon's `type2` (or vice versa), they do **not** gain any friendship points for it. They only gain points if the **corresponding** types are the same (and not `DNE`).\n",
+    "    \n",
+    "6. Additionally, if the two Pokémon share **both** types in common (and their `type2` is **not** `DNE`), they get **another** point for synergy. For example, if two Pokémon have both their corresponding types in common they will get a total of `3` points (2 for the common types and 1 for synergy).\n",
+    "\n",
+    "\n",
+    "Define the function `friendship_score` that takes in two Pokémon as its arguments and returns their friendship score.\n",
+    "\n",
+    "**Hint:** You might want to use helper functions you wrote in Lab-P4 (remember to copy/paste them into this notebook before you try to use them)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aec30f05",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# define the 'friendship_score' function here\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "35eb8977",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 17**: What is the output of `friendship_score('Aipom', 'Zekrom')`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7e31ff07",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "friendship_aipom_zekrom = ...\n",
+    "\n",
+    "friendship_aipom_zekrom"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b976c5c5",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q17\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "fad045de",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 18**: What is the output of `friendship_score('Voltorb', 'Thundurus')`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "81219b1b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "friendship_voltorb_thundurus = ...\n",
+    "\n",
+    "friendship_voltorb_thundurus"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6c6f8bc3",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q18\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "c2c848d1",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 19**: What is the output of `friendship_score('Weedle', 'Kakuna')`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1701037a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "friendship_weedle_kakuna = ...\n",
+    "\n",
+    "friendship_weedle_kakuna"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2d4c28a9",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q19\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "b6456bed",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 20**: What is the output of `friendship_score('Shinx', 'Shinx')`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "10dbc959",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace the ... with your code\n",
+    "friendship_shinx_shinx = ...\n",
+    "\n",
+    "friendship_shinx_shinx"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "34c9516b",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q20\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "4771ae14",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Submission\n",
+    "It is recommended that at this stage, you Restart and Run all Cells in your notebook.\n",
+    "That will automatically save your work and generate a zip file for you to submit.\n",
+    "\n",
+    "**SUBMISSION INSTRUCTIONS**:\n",
+    "1. **Upload** the zipfile to Gradescope.\n",
+    "2. Check **Gradescope otter** results as soon as the auto-grader execution gets completed. Don't worry about the score showing up as -/100.0. You only need to check that the test cases passed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76ace34d",
+   "metadata": {
+    "cell_type": "code",
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "# running this cell will create a new save checkpoint for your notebook\n",
+    "from IPython.display import display, Javascript\n",
+    "display(Javascript('IPython.notebook.save_checkpoint();'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "47850e0b",
+   "metadata": {
+    "cell_type": "code",
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "p4_test.check_file_size(\"p4.ipynb\")\n",
+    "grader.export(pdf=False, run_tests=True)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "da0fc746",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    " "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  },
+  "otter": {
+   "OK_FORMAT": true,
+   "tests": {
+    "f1": {
+     "name": "f1",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "f2": {
+     "name": "f2",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "f3": {
+     "name": "f3",
+     "points": 6,
+     "suites": [
+      {
+       "cases": [],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "f4": {
+     "name": "f4",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "f5": {
+     "name": "f5",
+     "points": 7,
+     "suites": [
+      {
+       "cases": [],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "f6": {
+     "name": "f6",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q1": {
+     "name": "q1",
+     "points": 3,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q1' , damage_feraligatr_aipom)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q10": {
+     "name": "q10",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q10' , battle_haunter_rhydon)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q11": {
+     "name": "q11",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q11' , battle_espeon_raichu)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q12": {
+     "name": "q12",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q12' , battle_garchomp_hydreigon)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q13": {
+     "name": "q13",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q13' , battle_gulpin_mudkip)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q14": {
+     "name": "q14",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q14' , battle_miraidon_eevee)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q15": {
+     "name": "q15",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q15' , battle_onix_hydreigon)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q16": {
+     "name": "q16",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q16' , battle_chien_pao_tauros)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q17": {
+     "name": "q17",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q17' , friendship_aipom_zekrom)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q18": {
+     "name": "q18",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q18' , friendship_voltorb_thundurus)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q19": {
+     "name": "q19",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q19' , friendship_weedle_kakuna)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q2": {
+     "name": "q2",
+     "points": 3,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q2' , damage_lucario_klawf)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q20": {
+     "name": "q20",
+     "points": 4,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q20' , friendship_shinx_shinx)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q3": {
+     "name": "q3",
+     "points": 3,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q3' , bonus_poison_rayquaza)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q4": {
+     "name": "q4",
+     "points": 3,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q4' , bonus_bug_mew)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q5": {
+     "name": "q5",
+     "points": 3,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q5' , eff_damage_pikachu_weedle)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q6": {
+     "name": "q6",
+     "points": 3,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q6' , eff_damage_cloyster_lapras)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q7": {
+     "name": "q7",
+     "points": 3,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q7' , eff_damage_charizard_wailmer)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q8": {
+     "name": "q8",
+     "points": 3,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q8' , hits_garchomp_golem)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q9": {
+     "name": "q9",
+     "points": 3,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p4_test.check('q9' , hits_mew_shinx)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    }
+   }
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "f08154012ddadd8e950e6e9e035c7a7b32c136e7647e9b7c77e02eb723a8bedb"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/sum23/projects/p4/p4_test.py b/sum23/projects/p4/p4_test.py
new file mode 100644
index 0000000..b97d8de
--- /dev/null
+++ b/sum23/projects/p4/p4_test.py
@@ -0,0 +1,252 @@
+#!/usr/bin/python
+
+import os, json, math
+
+MAX_FILE_SIZE = 500 # units - KB
+REL_TOL = 6e-04  # relative tolerance for floats
+ABS_TOL = 15e-03  # absolute tolerance for floats
+
+PASS = "PASS"
+
+TEXT_FORMAT = "text"  # question type when expected answer is a str, int, float, bool, or tyoe
+TEXT_FORMAT_NAMEDTUPLE = "text namedtuple"  # question type when expected answer is a namedtuple
+TEXT_FORMAT_UNORDERED_LIST = "text list_unordered"  # question type when the expected answer is a list where the order does *not* matter
+TEXT_FORMAT_ORDERED_LIST = "text list_ordered"  # question type when the expected answer is a list where the order does matter
+TEXT_FORMAT_ORDERED_LIST_NAMEDTUPLE = "text list_ordered namedtuple"  # question type when the expected answer is a list of namedtuples where the order does matter
+TEXT_FORMAT_SPECIAL_ORDERED_LIST = "text list_special_ordered"  # question type when the expected answer is a list where order does matter, but with possible ties. Elements are ordered according to values in special_ordered_json (with ties allowed)
+TEXT_FORMAT_DICT = "text dict"  # question type when the expected answer is a dictionary
+TEXT_FORMAT_LIST_DICTS_ORDERED = "text list_dicts_ordered"  # question type when the expected answer is a list of dicts where the order does matter
+
+
+expected_json =    {"1": (TEXT_FORMAT, 19.09090909090909),
+                    "2": (TEXT_FORMAT, 20.90909090909091),
+                    "3": (TEXT_FORMAT, 1.0),
+                    "4": (TEXT_FORMAT, 2.0),
+                    "5": (TEXT_FORMAT, 25.0),
+                    "6": (TEXT_FORMAT, 5.9375),
+                    "7": (TEXT_FORMAT, 31.142857142857142),
+                    "8": (TEXT_FORMAT, 9),
+                    "9": (TEXT_FORMAT, 16),
+                    "10": (TEXT_FORMAT, 'Rhydon'),
+                    "11": (TEXT_FORMAT, 'Espeon'),
+                    "12": (TEXT_FORMAT, 'Garchomp'),
+                    "13": (TEXT_FORMAT, 'Draw'),
+                    "14": (TEXT_FORMAT, 'Eevee ran away'),
+                    "15": (TEXT_FORMAT, 'Onix ran away'),
+                    "16": (TEXT_FORMAT, 'Chien-Pao'),
+                    "17": (TEXT_FORMAT, 0),
+                    "18": (TEXT_FORMAT, 1),
+                    "19": (TEXT_FORMAT, 5),
+                    "20": (TEXT_FORMAT, 3)}
+
+special_ordered_json =  {}
+
+def check_cell_text(qnum, actual):
+    format, expected = expected_json[qnum[1:]]
+    try:
+        if format == TEXT_FORMAT:
+            return simple_compare(expected, actual)
+        elif format in [TEXT_FORMAT_ORDERED_LIST, TEXT_FORMAT_LIST_DICTS_ORDERED]:
+            return list_compare_ordered(expected, actual)
+        elif format == TEXT_FORMAT_UNORDERED_LIST:
+            return list_compare_unordered(expected, actual)
+        elif format == TEXT_FORMAT_SPECIAL_ORDERED_LIST:
+            return list_compare_special(expected, actual, special_ordered_json[qnum[1:]])
+        elif format == TEXT_FORMAT_DICT:
+            return dict_compare(expected, actual)
+        else:
+            if expected != actual:
+                return "expected %s but found %s " % (repr(expected), repr(actual))
+    except:
+        if expected != actual:
+            return "expected %s" % (repr(expected))
+    return PASS
+
+
+def simple_compare(expected, actual, complete_msg=True):
+    msg = PASS
+    if type(expected) == type:
+        if expected != actual:
+            if type(actual) == type:
+                msg = "expected %s but found %s" % (expected.__name__, actual.__name__)
+            else:
+                msg = "expected %s but found %s" % (expected.__name__, repr(actual))
+    elif type(expected) != type(actual) and not (type(expected) in [float, int] and type(actual) in [float, int]):
+        msg = "expected to find type %s but found type %s" % (type(expected).__name__, type(actual).__name__)
+    elif type(expected) == float:
+        if not math.isclose(actual, expected, rel_tol=REL_TOL, abs_tol=ABS_TOL):
+            msg = "expected %s" % (repr(expected))
+            if complete_msg:
+                msg = msg + " but found %s" % (repr(actual))
+    else:
+        if expected != actual:
+            msg = "expected %s" % (repr(expected))
+            if complete_msg:
+                msg = msg + " but found %s" % (repr(actual))
+    return msg
+
+
+def list_compare_ordered(expected, actual, obj="list"):
+    msg = PASS
+    if type(expected) != type(actual):
+        msg = "expected to find type %s but found type %s" % (type(expected).__name__, type(actual).__name__)
+        return msg
+    for i in range(len(expected)):
+        if i >= len(actual):
+            msg = "expected missing %s in %s" % (repr(expected[i]), obj)
+            break
+        if type(expected[i]) in [int, float, bool, str]:
+            val = simple_compare(expected[i], actual[i])
+        elif type(expected[i]) in [list]:
+            val = list_compare_ordered(expected[i], actual[i], "sub" + obj)
+        elif type(expected[i]) in [dict]:
+            val = dict_compare(expected[i], actual[i])
+        elif type(expected[i]).__name__ == obfuscate1():
+            val = simple_compare(expected[i], actual[i])
+        if val != PASS:
+            msg = "at index %d of the %s, " % (i, obj) + val
+            break
+    if len(actual) > len(expected) and msg == PASS:
+        msg = "found unexpected %s in %s" % (repr(actual[len(expected)]), obj)
+    if len(expected) != len(actual):
+        msg = msg + " (found %d entries in %s, but expected %d)" % (len(actual), obj, len(expected))
+
+    if len(expected) > 0 and type(expected[0]) in [int, float, bool, str]:
+        if msg != PASS and list_compare_unordered(expected, actual, obj) == PASS:
+            try:
+                msg = msg + " (list may not be ordered as required)"
+            except:
+                pass
+    return msg
+
+
+def list_compare_helper(larger, smaller):
+    msg = PASS
+    j = 0
+    for i in range(len(larger)):
+        if i == len(smaller):
+            msg = "expected %s" % (repr(larger[i]))
+            break
+        found = False
+        while not found:
+            if j == len(smaller):
+                val = simple_compare(larger[i], smaller[j - 1], False)
+                break
+            val = simple_compare(larger[i], smaller[j], False)
+            j += 1
+            if val == PASS:
+                found = True
+                break
+        if not found:
+            msg = val
+            break
+    return msg
+
+
+def list_compare_unordered(expected, actual, obj="list"):
+    msg = PASS
+    if type(expected) != type(actual):
+        msg = "expected to find type %s but found type %s" % (type(expected).__name__, type(actual).__name__)
+        return msg
+    try:
+        sort_expected = sorted(expected)
+        sort_actual = sorted(actual)
+    except:
+        msg = "unexpected datatype found in %s; expected entries of type %s" % (obj, obj, type(expected[0]).__name__)
+        return msg
+
+    if len(actual) == 0 and len(expected) > 0:
+        msg = "in the %s, missing" % (obj) + expected[0]
+    elif len(actual) > 0 and len(expected) > 0:
+        val = simple_compare(sort_expected[0], sort_actual[0])
+        if val.startswith("expected to find type"):
+            msg = "in the %s, " % (obj) + simple_compare(sort_expected[0], sort_actual[0])
+        else:
+            if len(expected) > len(actual):
+                msg = "in the %s, missing " % (obj) + list_compare_helper(sort_expected, sort_actual)
+            elif len(expected) < len(actual):
+                msg = "in the %s, found un" % (obj) + list_compare_helper(sort_actual, sort_expected)
+            if len(expected) != len(actual):
+                msg = msg + " (found %d entries in %s, but expected %d)" % (len(actual), obj, len(expected))
+                return msg
+            else:
+                val = list_compare_helper(sort_expected, sort_actual)
+                if val != PASS:
+                    msg = "in the %s, missing " % (obj) + val + ", but found un" + list_compare_helper(sort_actual,
+                                                                                               sort_expected)
+    return msg
+
+
+def list_compare_special_init(expected, special_order):
+    real_expected = []
+    for i in range(len(expected)):
+        if real_expected == [] or special_order[i-1] != special_order[i]:
+            real_expected.append([])
+        real_expected[-1].append(expected[i])
+    return real_expected
+
+
+def list_compare_special(expected, actual, special_order):
+    expected = list_compare_special_init(expected, special_order)
+    msg = PASS
+    expected_list = []
+    for expected_item in expected:
+        expected_list.extend(expected_item)
+    val = list_compare_unordered(expected_list, actual)
+    if val != PASS:
+        msg = val
+    else:
+        i = 0
+        for expected_item in expected:
+            j = len(expected_item)
+            actual_item = actual[i: i + j]
+            val = list_compare_unordered(expected_item, actual_item)
+            if val != PASS:
+                if j == 1:
+                    msg = "at index %d " % (i) + val
+                else:
+                    msg = "between indices %d and %d " % (i, i + j - 1) + val
+                msg = msg + " (list may not be ordered as required)"
+                break
+            i += j
+
+    return msg
+
+
+def dict_compare(expected, actual, obj="dict"):
+    msg = PASS
+    if type(expected) != type(actual):
+        msg = "expected to find type %s but found type %s" % (type(expected).__name__, type(actual).__name__)
+        return msg
+    try:
+        expected_keys = sorted(list(expected.keys()))
+        actual_keys = sorted(list(actual.keys()))
+    except:
+        msg = "unexpected datatype found in keys of dict; expect a dict with keys of type %s" % (
+            type(expected_keys[0]).__name__)
+        return msg
+    val = list_compare_unordered(expected_keys, actual_keys, "dict")
+    if val != PASS:
+        msg = "bad keys in %s: " % (obj) + val
+    if msg == PASS:
+        for key in expected:
+            if expected[key] == None or type(expected[key]) in [int, float, bool, str]:
+                val = simple_compare(expected[key], actual[key])
+            elif type(expected[key]) in [list]:
+                val = list_compare_ordered(expected[key], actual[key], "value")
+            elif type(expected[key]) in [dict]:
+                val = dict_compare(expected[key], actual[key], "sub" + obj)
+            if val != PASS:
+                msg = "incorrect val for key %s in %s: " % (repr(key), obj) + val
+    return msg
+
+
+def check(qnum, actual):
+    msg = check_cell_text(qnum, actual)
+    if msg == PASS:
+        return True
+    print("<b style='color: red;'>ERROR:</b> " + msg)
+
+def check_file_size(path):
+    size = os.path.getsize(path)
+    assert size < MAX_FILE_SIZE * 10**3, "Your file is too big to be processed by Gradescope; please delete unnecessary output cells so your file size is < %s KB" % MAX_FILE_SIZE
diff --git a/sum23/projects/p4/pokemon_stats.csv b/sum23/projects/p4/pokemon_stats.csv
new file mode 100644
index 0000000..68976ed
--- /dev/null
+++ b/sum23/projects/p4/pokemon_stats.csv
@@ -0,0 +1,982 @@
+,Name,Attack,Defense,HP,Region,Sp. Atk,Sp. Def,Speed,Type 1,Type 2
+0,Bulbasaur,49,49,45,Kanto,65,65,45,Grass,Poison
+1,Ivysaur,62,63,60,Kanto,80,80,60,Grass,Poison
+2,Venusaur,82,83,80,Kanto,100,100,80,Grass,Poison
+3,Charmander,52,43,39,Kanto,60,50,65,Fire,DNE
+4,Charmeleon,64,58,58,Kanto,80,65,80,Fire,DNE
+5,Charizard,84,78,78,Kanto,109,85,100,Fire,Flying
+6,Squirtle,48,65,44,Kanto,50,64,43,Water,DNE
+7,Wartortle,63,80,59,Kanto,65,80,58,Water,DNE
+8,Blastoise,83,100,79,Kanto,85,105,78,Water,DNE
+9,Caterpie,30,35,45,Kanto,20,20,45,Bug,DNE
+10,Metapod,20,55,50,Kanto,25,25,30,Bug,DNE
+11,Butterfree,45,50,60,Kanto,90,80,70,Bug,Flying
+12,Weedle,35,30,40,Kanto,20,20,50,Bug,Poison
+13,Kakuna,25,50,45,Kanto,25,25,35,Bug,Poison
+14,Beedrill,90,40,65,Kanto,45,80,75,Bug,Poison
+15,Pidgey,45,40,40,Kanto,35,35,56,Normal,Flying
+16,Pidgeotto,60,55,63,Kanto,50,50,71,Normal,Flying
+17,Pidgeot,80,75,83,Kanto,70,70,101,Normal,Flying
+18,Rattata,56,35,30,Kanto,25,35,72,Normal,DNE
+19,Raticate,81,60,55,Kanto,50,70,97,Normal,DNE
+20,Spearow,60,30,40,Kanto,31,31,70,Normal,Flying
+21,Fearow,90,65,65,Kanto,61,61,100,Normal,Flying
+22,Ekans,60,44,35,Kanto,40,54,55,Poison,DNE
+23,Arbok,95,69,60,Kanto,65,79,80,Poison,DNE
+24,Pikachu,55,40,35,Kanto,50,50,90,Electric,DNE
+25,Raichu,90,55,60,Kanto,90,80,110,Electric,DNE
+26,Sandshrew,75,85,50,Kanto,20,30,40,Ground,DNE
+27,Sandslash,100,110,75,Kanto,45,55,65,Ground,DNE
+28,Nidorina,62,67,70,Kanto,55,55,56,Poison,DNE
+29,Nidoqueen,92,87,90,Kanto,75,85,76,Poison,Ground
+30,Nidorino,72,57,61,Kanto,55,55,65,Poison,DNE
+31,Nidoking,102,77,81,Kanto,85,75,85,Poison,Ground
+32,Clefairy,45,48,70,Kanto,60,65,35,Fairy,DNE
+33,Clefable,70,73,95,Kanto,95,90,60,Fairy,DNE
+34,Vulpix,41,40,38,Kanto,50,65,65,Fire,DNE
+35,Ninetales,76,75,73,Kanto,81,100,100,Fire,DNE
+36,Jigglypuff,45,20,115,Kanto,45,25,20,Normal,Fairy
+37,Wigglytuff,70,45,140,Kanto,85,50,45,Normal,Fairy
+38,Zubat,45,35,40,Kanto,30,40,55,Poison,Flying
+39,Golbat,80,70,75,Kanto,65,75,90,Poison,Flying
+40,Oddish,50,55,45,Kanto,75,65,30,Grass,Poison
+41,Gloom,65,70,60,Kanto,85,75,40,Grass,Poison
+42,Vileplume,80,85,75,Kanto,110,90,50,Grass,Poison
+43,Paras,70,55,35,Kanto,45,55,25,Bug,Grass
+44,Parasect,95,80,60,Kanto,60,80,30,Bug,Grass
+45,Venonat,55,50,60,Kanto,40,55,45,Bug,Poison
+46,Venomoth,65,60,70,Kanto,90,75,90,Bug,Poison
+47,Diglett,55,25,10,Kanto,35,45,95,Ground,DNE
+48,Dugtrio,100,50,35,Kanto,50,70,120,Ground,DNE
+49,Meowth,45,35,40,Kanto,40,40,90,Normal,DNE
+50,Persian,70,60,65,Kanto,65,65,115,Normal,DNE
+51,Psyduck,52,48,50,Kanto,65,50,55,Water,DNE
+52,Golduck,82,78,80,Kanto,95,80,85,Water,DNE
+53,Mankey,80,35,40,Kanto,35,45,70,Fighting,DNE
+54,Primeape,105,60,65,Kanto,60,70,95,Fighting,DNE
+55,Growlithe,70,45,55,Kanto,70,50,60,Fire,DNE
+56,Arcanine,110,80,90,Kanto,100,80,95,Fire,DNE
+57,Poliwag,50,40,40,Kanto,40,40,90,Water,DNE
+58,Poliwhirl,65,65,65,Kanto,50,50,90,Water,DNE
+59,Poliwrath,95,95,90,Kanto,70,90,70,Water,Fighting
+60,Abra,20,15,25,Kanto,105,55,90,Psychic,DNE
+61,Kadabra,35,30,40,Kanto,120,70,105,Psychic,DNE
+62,Alakazam,50,45,55,Kanto,135,95,120,Psychic,DNE
+63,Machop,80,50,70,Kanto,35,35,35,Fighting,DNE
+64,Machoke,100,70,80,Kanto,50,60,45,Fighting,DNE
+65,Machamp,130,80,90,Kanto,65,85,55,Fighting,DNE
+66,Bellsprout,75,35,50,Kanto,70,30,40,Grass,Poison
+67,Weepinbell,90,50,65,Kanto,85,45,55,Grass,Poison
+68,Victreebel,105,65,80,Kanto,100,70,70,Grass,Poison
+69,Tentacool,40,35,40,Kanto,50,100,70,Water,Poison
+70,Tentacruel,70,65,80,Kanto,80,120,100,Water,Poison
+71,Geodude,80,100,40,Kanto,30,30,20,Rock,Ground
+72,Graveler,95,115,55,Kanto,45,45,35,Rock,Ground
+73,Golem,120,130,80,Kanto,55,65,45,Rock,Ground
+74,Ponyta,85,55,50,Kanto,65,65,90,Fire,DNE
+75,Rapidash,100,70,65,Kanto,80,80,105,Fire,DNE
+76,Slowpoke,65,65,90,Kanto,40,40,15,Water,Psychic
+77,Slowbro,75,110,95,Kanto,100,80,30,Water,Psychic
+78,Magnemite,35,70,25,Kanto,95,55,45,Electric,Steel
+79,Magneton,60,95,50,Kanto,120,70,70,Electric,Steel
+80,Doduo,85,45,35,Kanto,35,35,75,Normal,Flying
+81,Dodrio,110,70,60,Kanto,60,60,110,Normal,Flying
+82,Seel,45,55,65,Kanto,45,70,45,Water,DNE
+83,Dewgong,70,80,90,Kanto,70,95,70,Water,Ice
+84,Grimer,80,50,80,Kanto,40,50,25,Poison,DNE
+85,Muk,105,75,105,Kanto,65,100,50,Poison,DNE
+86,Shellder,65,100,30,Kanto,45,25,40,Water,DNE
+87,Cloyster,95,180,50,Kanto,85,45,70,Water,Ice
+88,Gastly,35,30,30,Kanto,100,35,80,Ghost,Poison
+89,Haunter,50,45,45,Kanto,115,55,95,Ghost,Poison
+90,Gengar,65,60,60,Kanto,130,75,110,Ghost,Poison
+91,Onix,45,160,35,Kanto,30,45,70,Rock,Ground
+92,Drowzee,48,45,60,Kanto,43,90,42,Psychic,DNE
+93,Hypno,73,70,85,Kanto,73,115,67,Psychic,DNE
+94,Krabby,105,90,30,Kanto,25,25,50,Water,DNE
+95,Kingler,130,115,55,Kanto,50,50,75,Water,DNE
+96,Voltorb,30,50,40,Kanto,55,55,100,Electric,DNE
+97,Electrode,50,70,60,Kanto,80,80,150,Electric,DNE
+98,Exeggcute,40,80,60,Kanto,60,45,40,Grass,Psychic
+99,Exeggutor,95,85,95,Kanto,125,75,55,Grass,Psychic
+100,Cubone,50,95,50,Kanto,40,50,35,Ground,DNE
+101,Marowak,80,110,60,Kanto,50,80,45,Ground,DNE
+102,Hitmonlee,120,53,50,Kanto,35,110,87,Fighting,DNE
+103,Hitmonchan,105,79,50,Kanto,35,110,76,Fighting,DNE
+104,Lickitung,55,75,90,Kanto,60,75,30,Normal,DNE
+105,Koffing,65,95,40,Kanto,60,45,35,Poison,DNE
+106,Weezing,90,120,65,Kanto,85,70,60,Poison,DNE
+107,Rhyhorn,85,95,80,Kanto,30,30,25,Ground,Rock
+108,Rhydon,130,120,105,Kanto,45,45,40,Ground,Rock
+109,Chansey,5,5,250,Kanto,35,105,50,Normal,DNE
+110,Tangela,55,115,65,Kanto,100,40,60,Grass,DNE
+111,Kangaskhan,95,80,105,Kanto,40,80,90,Normal,DNE
+112,Horsea,40,70,30,Kanto,70,25,60,Water,DNE
+113,Seadra,65,95,55,Kanto,95,45,85,Water,DNE
+114,Goldeen,67,60,45,Kanto,35,50,63,Water,DNE
+115,Seaking,92,65,80,Kanto,65,80,68,Water,DNE
+116,Staryu,45,55,30,Kanto,70,55,85,Water,DNE
+117,Starmie,75,85,60,Kanto,100,85,115,Water,Psychic
+118,Scyther,110,80,70,Kanto,55,80,105,Bug,Flying
+119,Jynx,50,35,65,Kanto,115,95,95,Ice,Psychic
+120,Electabuzz,83,57,65,Kanto,95,85,105,Electric,DNE
+121,Magmar,95,57,65,Kanto,100,85,93,Fire,DNE
+122,Pinsir,125,100,65,Kanto,55,70,85,Bug,DNE
+123,Tauros,100,95,75,Kanto,40,70,110,Normal,DNE
+124,Magikarp,10,55,20,Kanto,15,20,80,Water,DNE
+125,Gyarados,125,79,95,Kanto,60,100,81,Water,Flying
+126,Lapras,85,80,130,Kanto,85,95,60,Water,Ice
+127,Ditto,48,48,48,Kanto,48,48,48,Normal,DNE
+128,Eevee,55,50,55,Kanto,45,65,55,Normal,DNE
+129,Vaporeon,65,60,130,Kanto,110,95,65,Water,DNE
+130,Jolteon,65,60,65,Kanto,110,95,130,Electric,DNE
+131,Flareon,130,60,65,Kanto,95,110,65,Fire,DNE
+132,Porygon,60,70,65,Kanto,85,75,40,Normal,DNE
+133,Omanyte,40,100,35,Kanto,90,55,35,Rock,Water
+134,Omastar,60,125,70,Kanto,115,70,55,Rock,Water
+135,Kabuto,80,90,30,Kanto,55,45,55,Rock,Water
+136,Kabutops,115,105,60,Kanto,65,70,80,Rock,Water
+137,Aerodactyl,105,65,80,Kanto,60,75,130,Rock,Flying
+138,Snorlax,110,65,160,Kanto,65,110,30,Normal,DNE
+139,Articuno,85,100,90,Kanto,95,125,85,Ice,Flying
+140,Zapdos,90,85,90,Kanto,125,90,100,Electric,Flying
+141,Moltres,100,90,90,Kanto,125,85,90,Fire,Flying
+142,Dratini,64,45,41,Kanto,50,50,50,Dragon,DNE
+143,Dragonair,84,65,61,Kanto,70,70,70,Dragon,DNE
+144,Dragonite,134,95,91,Kanto,100,100,80,Dragon,Flying
+145,Mewtwo,110,90,106,Kanto,154,90,130,Psychic,DNE
+146,Mew,100,100,100,Kanto,100,100,100,Psychic,DNE
+147,Chikorita,49,65,45,Johto,49,65,45,Grass,DNE
+148,Bayleef,62,80,60,Johto,63,80,60,Grass,DNE
+149,Meganium,82,100,80,Johto,83,100,80,Grass,DNE
+150,Cyndaquil,52,43,39,Johto,60,50,65,Fire,DNE
+151,Quilava,64,58,58,Johto,80,65,80,Fire,DNE
+152,Typhlosion,84,78,78,Johto,109,85,100,Fire,DNE
+153,Totodile,65,64,50,Johto,44,48,43,Water,DNE
+154,Croconaw,80,80,65,Johto,59,63,58,Water,DNE
+155,Feraligatr,105,100,85,Johto,79,83,78,Water,DNE
+156,Sentret,46,34,35,Johto,35,45,20,Normal,DNE
+157,Furret,76,64,85,Johto,45,55,90,Normal,DNE
+158,Hoothoot,30,30,60,Johto,36,56,50,Normal,Flying
+159,Noctowl,50,50,100,Johto,86,96,70,Normal,Flying
+160,Ledyba,20,30,40,Johto,40,80,55,Bug,Flying
+161,Ledian,35,50,55,Johto,55,110,85,Bug,Flying
+162,Spinarak,60,40,40,Johto,40,40,30,Bug,Poison
+163,Ariados,90,70,70,Johto,60,70,40,Bug,Poison
+164,Crobat,90,80,85,Johto,70,80,130,Poison,Flying
+165,Chinchou,38,38,75,Johto,56,56,67,Water,Electric
+166,Lanturn,58,58,125,Johto,76,76,67,Water,Electric
+167,Pichu,40,15,20,Johto,35,35,60,Electric,DNE
+168,Cleffa,25,28,50,Johto,45,55,15,Fairy,DNE
+169,Igglybuff,30,15,90,Johto,40,20,15,Normal,Fairy
+170,Togepi,20,65,35,Johto,40,65,20,Fairy,DNE
+171,Togetic,40,85,55,Johto,80,105,40,Fairy,Flying
+172,Natu,50,45,40,Johto,70,45,70,Psychic,Flying
+173,Xatu,75,70,65,Johto,95,70,95,Psychic,Flying
+174,Mareep,40,40,55,Johto,65,45,35,Electric,DNE
+175,Flaaffy,55,55,70,Johto,80,60,45,Electric,DNE
+176,Ampharos,75,85,90,Johto,115,90,55,Electric,DNE
+177,Bellossom,80,95,75,Johto,90,100,50,Grass,DNE
+178,Marill,20,50,70,Johto,20,50,40,Water,Fairy
+179,Azumarill,50,80,100,Johto,60,80,50,Water,Fairy
+180,Sudowoodo,100,115,70,Johto,30,65,30,Rock,DNE
+181,Politoed,75,75,90,Johto,90,100,70,Water,DNE
+182,Hoppip,35,40,35,Johto,35,55,50,Grass,Flying
+183,Skiploom,45,50,55,Johto,45,65,80,Grass,Flying
+184,Jumpluff,55,70,75,Johto,55,95,110,Grass,Flying
+185,Aipom,70,55,55,Johto,40,55,85,Normal,DNE
+186,Sunkern,30,30,30,Johto,30,30,30,Grass,DNE
+187,Sunflora,75,55,75,Johto,105,85,30,Grass,DNE
+188,Yanma,65,45,65,Johto,75,45,95,Bug,Flying
+189,Wooper,45,45,55,Johto,25,25,15,Water,Ground
+190,Quagsire,85,85,95,Johto,65,65,35,Water,Ground
+191,Espeon,65,60,65,Johto,130,95,110,Psychic,DNE
+192,Umbreon,65,110,95,Johto,60,130,65,Dark,DNE
+193,Murkrow,85,42,60,Johto,85,42,91,Dark,Flying
+194,Slowking,75,80,95,Johto,100,110,30,Water,Psychic
+195,Misdreavus,60,60,60,Johto,85,85,85,Ghost,DNE
+196,Unown,72,48,48,Johto,72,48,48,Psychic,DNE
+197,Wobbuffet,33,58,190,Johto,33,58,33,Psychic,DNE
+198,Girafarig,80,65,70,Johto,90,65,85,Normal,Psychic
+199,Pineco,65,90,50,Johto,35,35,15,Bug,DNE
+200,Forretress,90,140,75,Johto,60,60,40,Bug,Steel
+201,Dunsparce,70,70,100,Johto,65,65,45,Normal,DNE
+202,Gligar,75,105,65,Johto,35,65,85,Ground,Flying
+203,Steelix,85,200,75,Johto,55,65,30,Steel,Ground
+204,Snubbull,80,50,60,Johto,40,40,30,Fairy,DNE
+205,Granbull,120,75,90,Johto,60,60,45,Fairy,DNE
+206,Qwilfish,95,85,65,Johto,55,55,85,Water,Poison
+207,Scizor,130,100,70,Johto,55,80,65,Bug,Steel
+208,Shuckle,10,230,20,Johto,10,230,5,Bug,Rock
+209,Heracross,125,75,80,Johto,40,95,85,Bug,Fighting
+210,Sneasel,95,55,55,Johto,35,75,115,Dark,Ice
+211,Teddiursa,80,50,60,Johto,50,50,40,Normal,DNE
+212,Ursaring,130,75,90,Johto,75,75,55,Normal,DNE
+213,Slugma,40,40,40,Johto,70,40,20,Fire,DNE
+214,Magcargo,50,120,60,Johto,90,80,30,Fire,Rock
+215,Swinub,50,40,50,Johto,30,30,50,Ice,Ground
+216,Piloswine,100,80,100,Johto,60,60,50,Ice,Ground
+217,Corsola,55,95,65,Johto,65,95,35,Water,Rock
+218,Remoraid,65,35,35,Johto,65,35,65,Water,DNE
+219,Octillery,105,75,75,Johto,105,75,45,Water,DNE
+220,Delibird,55,45,45,Johto,65,45,75,Ice,Flying
+221,Mantine,40,70,85,Johto,80,140,70,Water,Flying
+222,Skarmory,80,140,65,Johto,40,70,70,Steel,Flying
+223,Houndour,60,30,45,Johto,80,50,65,Dark,Fire
+224,Houndoom,90,50,75,Johto,110,80,95,Dark,Fire
+225,Kingdra,95,95,75,Johto,95,95,85,Water,Dragon
+226,Phanpy,60,60,90,Johto,40,40,40,Ground,DNE
+227,Donphan,120,120,90,Johto,60,60,50,Ground,DNE
+228,Porygon2,80,90,85,Johto,105,95,60,Normal,DNE
+229,Stantler,95,62,73,Johto,85,65,85,Normal,DNE
+230,Smeargle,20,35,55,Johto,20,45,75,Normal,DNE
+231,Tyrogue,35,35,35,Johto,35,35,35,Fighting,DNE
+232,Hitmontop,95,95,50,Johto,35,110,70,Fighting,DNE
+233,Smoochum,30,15,45,Johto,85,65,65,Ice,Psychic
+234,Elekid,63,37,45,Johto,65,55,95,Electric,DNE
+235,Magby,75,37,45,Johto,70,55,83,Fire,DNE
+236,Miltank,80,105,95,Johto,40,70,100,Normal,DNE
+237,Blissey,10,10,255,Johto,75,135,55,Normal,DNE
+238,Raikou,85,75,90,Johto,115,100,115,Electric,DNE
+239,Entei,115,85,115,Johto,90,75,100,Fire,DNE
+240,Suicune,75,115,100,Johto,90,115,85,Water,DNE
+241,Larvitar,64,50,50,Johto,45,50,41,Rock,Ground
+242,Pupitar,84,70,70,Johto,65,70,51,Rock,Ground
+243,Tyranitar,134,110,100,Johto,95,100,61,Rock,Dark
+244,Lugia,90,130,106,Johto,90,154,110,Psychic,Flying
+245,Ho-oh,130,90,106,Johto,110,154,90,Fire,Flying
+246,Celebi,100,100,100,Johto,100,100,100,Psychic,Grass
+247,Treecko,45,35,40,Hoenn,65,55,70,Grass,DNE
+248,Grovyle,65,45,50,Hoenn,85,65,95,Grass,DNE
+249,Sceptile,85,65,70,Hoenn,105,85,120,Grass,DNE
+250,Torchic,60,40,45,Hoenn,70,50,45,Fire,DNE
+251,Combusken,85,60,60,Hoenn,85,60,55,Fire,Fighting
+252,Blaziken,120,70,80,Hoenn,110,70,80,Fire,Fighting
+253,Mudkip,70,50,50,Hoenn,50,50,40,Water,DNE
+254,Marshtomp,85,70,70,Hoenn,60,70,50,Water,Ground
+255,Swampert,110,90,100,Hoenn,85,90,60,Water,Ground
+256,Poochyena,55,35,35,Hoenn,30,30,35,Dark,DNE
+257,Mightyena,90,70,70,Hoenn,60,60,70,Dark,DNE
+258,Zigzagoon,30,41,38,Hoenn,30,41,60,Normal,DNE
+259,Linoone,70,61,78,Hoenn,50,61,100,Normal,DNE
+260,Wurmple,45,35,45,Hoenn,20,30,20,Bug,DNE
+261,Silcoon,35,55,50,Hoenn,25,25,15,Bug,DNE
+262,Beautifly,70,50,60,Hoenn,100,50,65,Bug,Flying
+263,Cascoon,35,55,50,Hoenn,25,25,15,Bug,DNE
+264,Dustox,50,70,60,Hoenn,50,90,65,Bug,Poison
+265,Lotad,30,30,40,Hoenn,40,50,30,Water,Grass
+266,Lombre,50,50,60,Hoenn,60,70,50,Water,Grass
+267,Ludicolo,70,70,80,Hoenn,90,100,70,Water,Grass
+268,Seedot,40,50,40,Hoenn,30,30,30,Grass,DNE
+269,Nuzleaf,70,40,70,Hoenn,60,40,60,Grass,Dark
+270,Shiftry,100,60,90,Hoenn,90,60,80,Grass,Dark
+271,Taillow,55,30,40,Hoenn,30,30,85,Normal,Flying
+272,Swellow,85,60,60,Hoenn,75,50,125,Normal,Flying
+273,Wingull,30,30,40,Hoenn,55,30,85,Water,Flying
+274,Pelipper,50,100,60,Hoenn,95,70,65,Water,Flying
+275,Ralts,25,25,28,Hoenn,45,35,40,Psychic,Fairy
+276,Kirlia,35,35,38,Hoenn,65,55,50,Psychic,Fairy
+277,Gardevoir,65,65,68,Hoenn,125,115,80,Psychic,Fairy
+278,Surskit,30,32,40,Hoenn,50,52,65,Bug,Water
+279,Masquerain,60,62,70,Hoenn,100,82,80,Bug,Flying
+280,Shroomish,40,60,60,Hoenn,40,60,35,Grass,DNE
+281,Breloom,130,80,60,Hoenn,60,60,70,Grass,Fighting
+282,Slakoth,60,60,60,Hoenn,35,35,30,Normal,DNE
+283,Vigoroth,80,80,80,Hoenn,55,55,90,Normal,DNE
+284,Slaking,160,100,150,Hoenn,95,65,100,Normal,DNE
+285,Nincada,45,90,31,Hoenn,30,30,40,Bug,Ground
+286,Ninjask,90,45,61,Hoenn,50,50,160,Bug,Flying
+287,Shedinja,90,45,1,Hoenn,30,30,40,Bug,Ghost
+288,Whismur,51,23,64,Hoenn,51,23,28,Normal,DNE
+289,Loudred,71,43,84,Hoenn,71,43,48,Normal,DNE
+290,Exploud,91,63,104,Hoenn,91,73,68,Normal,DNE
+291,Makuhita,60,30,72,Hoenn,20,30,25,Fighting,DNE
+292,Hariyama,120,60,144,Hoenn,40,60,50,Fighting,DNE
+293,Azurill,20,40,50,Hoenn,20,40,20,Normal,Fairy
+294,Nosepass,45,135,30,Hoenn,45,90,30,Rock,DNE
+295,Skitty,45,45,50,Hoenn,35,35,50,Normal,DNE
+296,Delcatty,65,65,70,Hoenn,55,55,90,Normal,DNE
+297,Sableye,75,75,50,Hoenn,65,65,50,Dark,Ghost
+298,Mawile,85,85,50,Hoenn,55,55,50,Steel,Fairy
+299,Aron,70,100,50,Hoenn,40,40,30,Steel,Rock
+300,Lairon,90,140,60,Hoenn,50,50,40,Steel,Rock
+301,Aggron,110,180,70,Hoenn,60,60,50,Steel,Rock
+302,Meditite,40,55,30,Hoenn,40,55,60,Fighting,Psychic
+303,Medicham,60,75,60,Hoenn,60,75,80,Fighting,Psychic
+304,Electrike,45,40,40,Hoenn,65,40,65,Electric,DNE
+305,Manectric,75,60,70,Hoenn,105,60,105,Electric,DNE
+306,Plusle,50,40,60,Hoenn,85,75,95,Electric,DNE
+307,Minun,40,50,60,Hoenn,75,85,95,Electric,DNE
+308,Volbeat,73,75,65,Hoenn,47,85,85,Bug,DNE
+309,Illumise,47,75,65,Hoenn,73,85,85,Bug,DNE
+310,Roselia,60,45,50,Hoenn,100,80,65,Grass,Poison
+311,Gulpin,43,53,70,Hoenn,43,53,40,Poison,DNE
+312,Swalot,73,83,100,Hoenn,73,83,55,Poison,DNE
+313,Carvanha,90,20,45,Hoenn,65,20,65,Water,Dark
+314,Sharpedo,120,40,70,Hoenn,95,40,95,Water,Dark
+315,Wailmer,70,35,130,Hoenn,70,35,60,Water,DNE
+316,Wailord,90,45,170,Hoenn,90,45,60,Water,DNE
+317,Numel,60,40,60,Hoenn,65,45,35,Fire,Ground
+318,Camerupt,100,70,70,Hoenn,105,75,40,Fire,Ground
+319,Torkoal,85,140,70,Hoenn,85,70,20,Fire,DNE
+320,Spoink,25,35,60,Hoenn,70,80,60,Psychic,DNE
+321,Grumpig,45,65,80,Hoenn,90,110,80,Psychic,DNE
+322,Spinda,60,60,60,Hoenn,60,60,60,Normal,DNE
+323,Trapinch,100,45,45,Hoenn,45,45,10,Ground,DNE
+324,Vibrava,70,50,50,Hoenn,50,50,70,Ground,Dragon
+325,Flygon,100,80,80,Hoenn,80,80,100,Ground,Dragon
+326,Cacnea,85,40,50,Hoenn,85,40,35,Grass,DNE
+327,Cacturne,115,60,70,Hoenn,115,60,55,Grass,Dark
+328,Swablu,40,60,45,Hoenn,40,75,50,Normal,Flying
+329,Altaria,70,90,75,Hoenn,70,105,80,Dragon,Flying
+330,Zangoose,115,60,73,Hoenn,60,60,90,Normal,DNE
+331,Seviper,100,60,73,Hoenn,100,60,65,Poison,DNE
+332,Lunatone,55,65,90,Hoenn,95,85,70,Rock,Psychic
+333,Solrock,95,85,90,Hoenn,55,65,70,Rock,Psychic
+334,Barboach,48,43,50,Hoenn,46,41,60,Water,Ground
+335,Whiscash,78,73,110,Hoenn,76,71,60,Water,Ground
+336,Corphish,80,65,43,Hoenn,50,35,35,Water,DNE
+337,Crawdaunt,120,85,63,Hoenn,90,55,55,Water,Dark
+338,Baltoy,40,55,40,Hoenn,40,70,55,Ground,Psychic
+339,Claydol,70,105,60,Hoenn,70,120,75,Ground,Psychic
+340,Lileep,41,77,66,Hoenn,61,87,23,Rock,Grass
+341,Cradily,81,97,86,Hoenn,81,107,43,Rock,Grass
+342,Anorith,95,50,45,Hoenn,40,50,75,Rock,Bug
+343,Armaldo,125,100,75,Hoenn,70,80,45,Rock,Bug
+344,Feebas,15,20,20,Hoenn,10,55,80,Water,DNE
+345,Milotic,60,79,95,Hoenn,100,125,81,Water,DNE
+346,Castform,70,70,70,Hoenn,70,70,70,Normal,DNE
+347,Kecleon,90,70,60,Hoenn,60,120,40,Normal,DNE
+348,Shuppet,75,35,44,Hoenn,63,33,45,Ghost,DNE
+349,Banette,115,65,64,Hoenn,83,63,65,Ghost,DNE
+350,Duskull,40,90,20,Hoenn,30,90,25,Ghost,DNE
+351,Dusclops,70,130,40,Hoenn,60,130,25,Ghost,DNE
+352,Tropius,68,83,99,Hoenn,72,87,51,Grass,Flying
+353,Chimecho,50,80,75,Hoenn,95,90,65,Psychic,DNE
+354,Absol,130,60,65,Hoenn,75,60,75,Dark,DNE
+355,Wynaut,23,48,95,Hoenn,23,48,23,Psychic,DNE
+356,Snorunt,50,50,50,Hoenn,50,50,50,Ice,DNE
+357,Glalie,80,80,80,Hoenn,80,80,80,Ice,DNE
+358,Spheal,40,50,70,Hoenn,55,50,25,Ice,Water
+359,Sealeo,60,70,90,Hoenn,75,70,45,Ice,Water
+360,Walrein,80,90,110,Hoenn,95,90,65,Ice,Water
+361,Clamperl,64,85,35,Hoenn,74,55,32,Water,DNE
+362,Huntail,104,105,55,Hoenn,94,75,52,Water,DNE
+363,Gorebyss,84,105,55,Hoenn,114,75,52,Water,DNE
+364,Relicanth,90,130,100,Hoenn,45,65,55,Water,Rock
+365,Luvdisc,30,55,43,Hoenn,40,65,97,Water,DNE
+366,Bagon,75,60,45,Hoenn,40,30,50,Dragon,DNE
+367,Shelgon,95,100,65,Hoenn,60,50,50,Dragon,DNE
+368,Salamence,135,80,95,Hoenn,110,80,100,Dragon,Flying
+369,Beldum,55,80,40,Hoenn,35,60,30,Steel,Psychic
+370,Metang,75,100,60,Hoenn,55,80,50,Steel,Psychic
+371,Metagross,135,130,80,Hoenn,95,90,70,Steel,Psychic
+372,Regirock,100,200,80,Hoenn,50,100,50,Rock,DNE
+373,Regice,50,100,80,Hoenn,100,200,50,Ice,DNE
+374,Registeel,75,150,80,Hoenn,75,150,50,Steel,DNE
+375,Latias,80,90,80,Hoenn,110,130,110,Dragon,Psychic
+376,Latios,90,80,80,Hoenn,130,110,110,Dragon,Psychic
+377,Kyogre,100,90,100,Hoenn,150,140,90,Water,DNE
+378,Groudon,150,140,100,Hoenn,100,90,90,Ground,DNE
+379,Rayquaza,150,90,105,Hoenn,150,90,95,Dragon,Flying
+380,Jirachi,100,100,100,Hoenn,100,100,100,Steel,Psychic
+381,Deoxys,150,50,50,Hoenn,150,50,150,Psychic,DNE
+382,Turtwig,68,64,55,Sinnoh,45,55,31,Grass,DNE
+383,Grotle,89,85,75,Sinnoh,55,65,36,Grass,DNE
+384,Torterra,109,105,95,Sinnoh,75,85,56,Grass,Ground
+385,Chimchar,58,44,44,Sinnoh,58,44,61,Fire,DNE
+386,Monferno,78,52,64,Sinnoh,78,52,81,Fire,Fighting
+387,Infernape,104,71,76,Sinnoh,104,71,108,Fire,Fighting
+388,Piplup,51,53,53,Sinnoh,61,56,40,Water,DNE
+389,Prinplup,66,68,64,Sinnoh,81,76,50,Water,DNE
+390,Empoleon,86,88,84,Sinnoh,111,101,60,Water,Steel
+391,Starly,55,30,40,Sinnoh,30,30,60,Normal,Flying
+392,Staravia,75,50,55,Sinnoh,40,40,80,Normal,Flying
+393,Staraptor,120,70,85,Sinnoh,50,60,100,Normal,Flying
+394,Bidoof,45,40,59,Sinnoh,35,40,31,Normal,DNE
+395,Bibarel,85,60,79,Sinnoh,55,60,71,Normal,Water
+396,Kricketot,25,41,37,Sinnoh,25,41,25,Bug,DNE
+397,Kricketune,85,51,77,Sinnoh,55,51,65,Bug,DNE
+398,Shinx,65,34,45,Sinnoh,40,34,45,Electric,DNE
+399,Luxio,85,49,60,Sinnoh,60,49,60,Electric,DNE
+400,Luxray,120,79,80,Sinnoh,95,79,70,Electric,DNE
+401,Budew,30,35,40,Sinnoh,50,70,55,Grass,Poison
+402,Roserade,70,65,60,Sinnoh,125,105,90,Grass,Poison
+403,Cranidos,125,40,67,Sinnoh,30,30,58,Rock,DNE
+404,Rampardos,165,60,97,Sinnoh,65,50,58,Rock,DNE
+405,Shieldon,42,118,30,Sinnoh,42,88,30,Rock,Steel
+406,Bastiodon,52,168,60,Sinnoh,47,138,30,Rock,Steel
+407,Burmy,29,45,40,Sinnoh,29,45,36,Bug,DNE
+408,Wormadam,59,85,60,Sinnoh,79,105,36,Bug,Grass
+409,Mothim,94,50,70,Sinnoh,94,50,66,Bug,Flying
+410,Combee,30,42,30,Sinnoh,30,42,70,Bug,Flying
+411,Vespiquen,80,102,70,Sinnoh,80,102,40,Bug,Flying
+412,Pachirisu,45,70,60,Sinnoh,45,90,95,Electric,DNE
+413,Buizel,65,35,55,Sinnoh,60,30,85,Water,DNE
+414,Floatzel,105,55,85,Sinnoh,85,50,115,Water,DNE
+415,Cherubi,35,45,45,Sinnoh,62,53,35,Grass,DNE
+416,Cherrim,60,70,70,Sinnoh,87,78,85,Grass,DNE
+417,Shellos,48,48,76,Sinnoh,57,62,34,Water,DNE
+418,Gastrodon,83,68,111,Sinnoh,92,82,39,Water,Ground
+419,Ambipom,100,66,75,Sinnoh,60,66,115,Normal,DNE
+420,Drifloon,50,34,90,Sinnoh,60,44,70,Ghost,Flying
+421,Drifblim,80,44,150,Sinnoh,90,54,80,Ghost,Flying
+422,Buneary,66,44,55,Sinnoh,44,56,85,Normal,DNE
+423,Lopunny,76,84,65,Sinnoh,54,96,105,Normal,DNE
+424,Mismagius,60,60,60,Sinnoh,105,105,105,Ghost,DNE
+425,Honchkrow,125,52,100,Sinnoh,105,52,71,Dark,Flying
+426,Glameow,55,42,49,Sinnoh,42,37,85,Normal,DNE
+427,Purugly,82,64,71,Sinnoh,64,59,112,Normal,DNE
+428,Chingling,30,50,45,Sinnoh,65,50,45,Psychic,DNE
+429,Stunky,63,47,63,Sinnoh,41,41,74,Poison,Dark
+430,Skuntank,93,67,103,Sinnoh,71,61,84,Poison,Dark
+431,Bronzor,24,86,57,Sinnoh,24,86,23,Steel,Psychic
+432,Bronzong,89,116,67,Sinnoh,79,116,33,Steel,Psychic
+433,Bonsly,80,95,50,Sinnoh,10,45,10,Rock,DNE
+434,Happiny,5,5,100,Sinnoh,15,65,30,Normal,DNE
+435,Chatot,65,45,76,Sinnoh,92,42,91,Normal,Flying
+436,Spiritomb,92,108,50,Sinnoh,92,108,35,Ghost,Dark
+437,Gible,70,45,58,Sinnoh,40,45,42,Dragon,Ground
+438,Gabite,90,65,68,Sinnoh,50,55,82,Dragon,Ground
+439,Garchomp,130,95,108,Sinnoh,80,85,102,Dragon,Ground
+440,Munchlax,85,40,135,Sinnoh,40,85,5,Normal,DNE
+441,Riolu,70,40,40,Sinnoh,35,40,60,Fighting,DNE
+442,Lucario,110,70,70,Sinnoh,115,70,90,Fighting,Steel
+443,Hippopotas,72,78,68,Sinnoh,38,42,32,Ground,DNE
+444,Hippowdon,112,118,108,Sinnoh,68,72,47,Ground,DNE
+445,Skorupi,50,90,40,Sinnoh,30,55,65,Poison,Bug
+446,Drapion,90,110,70,Sinnoh,60,75,95,Poison,Dark
+447,Croagunk,61,40,48,Sinnoh,61,40,50,Poison,Fighting
+448,Toxicroak,106,65,83,Sinnoh,86,65,85,Poison,Fighting
+449,Carnivine,100,72,74,Sinnoh,90,72,46,Grass,DNE
+450,Finneon,49,56,49,Sinnoh,49,61,66,Water,DNE
+451,Lumineon,69,76,69,Sinnoh,69,86,91,Water,DNE
+452,Mantyke,20,50,45,Sinnoh,60,120,50,Water,Flying
+453,Snover,62,50,60,Sinnoh,62,60,40,Grass,Ice
+454,Abomasnow,92,75,90,Sinnoh,92,85,60,Grass,Ice
+455,Weavile,120,65,70,Sinnoh,45,85,125,Dark,Ice
+456,Magnezone,70,115,70,Sinnoh,130,90,60,Electric,Steel
+457,Lickilicky,85,95,110,Sinnoh,80,95,50,Normal,DNE
+458,Rhyperior,140,130,115,Sinnoh,55,55,40,Ground,Rock
+459,Tangrowth,100,125,100,Sinnoh,110,50,50,Grass,DNE
+460,Electivire,123,67,75,Sinnoh,95,85,95,Electric,DNE
+461,Magmortar,95,67,75,Sinnoh,125,95,83,Fire,DNE
+462,Togekiss,50,95,85,Sinnoh,120,115,80,Fairy,Flying
+463,Yanmega,76,86,86,Sinnoh,116,56,95,Bug,Flying
+464,Leafeon,110,130,65,Sinnoh,60,65,95,Grass,DNE
+465,Glaceon,60,110,65,Sinnoh,130,95,65,Ice,DNE
+466,Gliscor,95,125,75,Sinnoh,45,75,95,Ground,Flying
+467,Mamoswine,130,80,110,Sinnoh,70,60,80,Ice,Ground
+468,Porygon-Z,80,70,85,Sinnoh,135,75,90,Normal,DNE
+469,Gallade,125,65,68,Sinnoh,65,115,80,Psychic,Fighting
+470,Probopass,55,145,60,Sinnoh,75,150,40,Rock,Steel
+471,Dusknoir,100,135,45,Sinnoh,65,135,45,Ghost,DNE
+472,Froslass,80,70,70,Sinnoh,80,70,110,Ice,Ghost
+473,Rotom,50,77,50,Sinnoh,95,77,91,Electric,Ghost
+474,Uxie,75,130,75,Sinnoh,75,130,95,Psychic,DNE
+475,Mesprit,105,105,80,Sinnoh,105,105,80,Psychic,DNE
+476,Azelf,125,70,75,Sinnoh,125,70,115,Psychic,DNE
+477,Dialga,120,120,100,Sinnoh,150,100,90,Steel,Dragon
+478,Palkia,120,100,90,Sinnoh,150,120,100,Water,Dragon
+479,Heatran,90,106,91,Sinnoh,130,106,77,Fire,Steel
+480,Regigigas,160,110,110,Sinnoh,80,110,100,Normal,DNE
+481,Giratina,100,120,150,Sinnoh,100,120,90,Ghost,Dragon
+482,Cresselia,70,110,120,Sinnoh,75,120,85,Psychic,DNE
+483,Phione,80,80,80,Sinnoh,80,80,80,Water,DNE
+484,Manaphy,100,100,100,Sinnoh,100,100,100,Water,DNE
+485,Darkrai,90,90,70,Sinnoh,135,90,125,Dark,DNE
+486,Shaymin,100,100,100,Sinnoh,100,100,100,Grass,DNE
+487,Arceus,120,120,120,Sinnoh,120,120,120,Normal,DNE
+488,Victini,100,100,100,Unova,100,100,100,Psychic,Fire
+489,Snivy,45,55,45,Unova,45,55,63,Grass,DNE
+490,Servine,60,75,60,Unova,60,75,83,Grass,DNE
+491,Serperior,75,95,75,Unova,75,95,113,Grass,DNE
+492,Tepig,63,45,65,Unova,45,45,45,Fire,DNE
+493,Pignite,93,55,90,Unova,70,55,55,Fire,Fighting
+494,Emboar,123,65,110,Unova,100,65,65,Fire,Fighting
+495,Oshawott,55,45,55,Unova,63,45,45,Water,DNE
+496,Dewott,75,60,75,Unova,83,60,60,Water,DNE
+497,Samurott,100,85,95,Unova,108,70,70,Water,DNE
+498,Patrat,55,39,45,Unova,35,39,42,Normal,DNE
+499,Watchog,85,69,60,Unova,60,69,77,Normal,DNE
+500,Lillipup,60,45,45,Unova,25,45,55,Normal,DNE
+501,Herdier,80,65,65,Unova,35,65,60,Normal,DNE
+502,Stoutland,110,90,85,Unova,45,90,80,Normal,DNE
+503,Purrloin,50,37,41,Unova,50,37,66,Dark,DNE
+504,Liepard,88,50,64,Unova,88,50,106,Dark,DNE
+505,Pansage,53,48,50,Unova,53,48,64,Grass,DNE
+506,Simisage,98,63,75,Unova,98,63,101,Grass,DNE
+507,Pansear,53,48,50,Unova,53,48,64,Fire,DNE
+508,Simisear,98,63,75,Unova,98,63,101,Fire,DNE
+509,Panpour,53,48,50,Unova,53,48,64,Water,DNE
+510,Simipour,98,63,75,Unova,98,63,101,Water,DNE
+511,Munna,25,45,76,Unova,67,55,24,Psychic,DNE
+512,Musharna,55,85,116,Unova,107,95,29,Psychic,DNE
+513,Pidove,55,50,50,Unova,36,30,43,Normal,Flying
+514,Tranquill,77,62,62,Unova,50,42,65,Normal,Flying
+515,Unfezant,115,80,80,Unova,65,55,93,Normal,Flying
+516,Blitzle,60,32,45,Unova,50,32,76,Electric,DNE
+517,Zebstrika,100,63,75,Unova,80,63,116,Electric,DNE
+518,Roggenrola,75,85,55,Unova,25,25,15,Rock,DNE
+519,Boldore,105,105,70,Unova,50,40,20,Rock,DNE
+520,Gigalith,135,130,85,Unova,60,80,25,Rock,DNE
+521,Woobat,45,43,65,Unova,55,43,72,Psychic,Flying
+522,Swoobat,57,55,67,Unova,77,55,114,Psychic,Flying
+523,Drilbur,85,40,60,Unova,30,45,68,Ground,DNE
+524,Excadrill,135,60,110,Unova,50,65,88,Ground,Steel
+525,Audino,60,86,103,Unova,60,86,50,Normal,DNE
+526,Timburr,80,55,75,Unova,25,35,35,Fighting,DNE
+527,Gurdurr,105,85,85,Unova,40,50,40,Fighting,DNE
+528,Conkeldurr,140,95,105,Unova,55,65,45,Fighting,DNE
+529,Tympole,50,40,50,Unova,50,40,64,Water,DNE
+530,Palpitoad,65,55,75,Unova,65,55,69,Water,Ground
+531,Seismitoad,95,75,105,Unova,85,75,74,Water,Ground
+532,Throh,100,85,120,Unova,30,85,45,Fighting,DNE
+533,Sawk,125,75,75,Unova,30,75,85,Fighting,DNE
+534,Sewaddle,53,70,45,Unova,40,60,42,Bug,Grass
+535,Swadloon,63,90,55,Unova,50,80,42,Bug,Grass
+536,Leavanny,103,80,75,Unova,70,80,92,Bug,Grass
+537,Venipede,45,59,30,Unova,30,39,57,Bug,Poison
+538,Whirlipede,55,99,40,Unova,40,79,47,Bug,Poison
+539,Scolipede,100,89,60,Unova,55,69,112,Bug,Poison
+540,Cottonee,27,60,40,Unova,37,50,66,Grass,Fairy
+541,Whimsicott,67,85,60,Unova,77,75,116,Grass,Fairy
+542,Petilil,35,50,45,Unova,70,50,30,Grass,DNE
+543,Lilligant,60,75,70,Unova,110,75,90,Grass,DNE
+544,Basculin,92,65,70,Unova,80,55,98,Water,DNE
+545,Sandile,72,35,50,Unova,35,35,65,Ground,Dark
+546,Krokorok,82,45,60,Unova,45,45,74,Ground,Dark
+547,Krookodile,117,80,95,Unova,65,70,92,Ground,Dark
+548,Darumaka,90,45,70,Unova,15,45,50,Fire,DNE
+549,Darmanitan,140,55,105,Unova,30,55,95,Fire,DNE
+550,Maractus,86,67,75,Unova,106,67,60,Grass,DNE
+551,Dwebble,65,85,50,Unova,35,35,55,Bug,Rock
+552,Crustle,105,125,70,Unova,65,75,45,Bug,Rock
+553,Scraggy,75,70,50,Unova,35,70,48,Dark,Fighting
+554,Scrafty,90,115,65,Unova,45,115,58,Dark,Fighting
+555,Sigilyph,58,80,72,Unova,103,80,97,Psychic,Flying
+556,Yamask,30,85,38,Unova,55,65,30,Ghost,DNE
+557,Cofagrigus,50,145,58,Unova,95,105,30,Ghost,DNE
+558,Tirtouga,78,103,54,Unova,53,45,22,Water,Rock
+559,Carracosta,108,133,74,Unova,83,65,32,Water,Rock
+560,Archen,112,45,55,Unova,74,45,70,Rock,Flying
+561,Archeops,140,65,75,Unova,112,65,110,Rock,Flying
+562,Trubbish,50,62,50,Unova,40,62,65,Poison,DNE
+563,Garbodor,95,82,80,Unova,60,82,75,Poison,DNE
+564,Zorua,65,40,40,Unova,80,40,65,Dark,DNE
+565,Zoroark,105,60,60,Unova,120,60,105,Dark,DNE
+566,Minccino,50,40,55,Unova,40,40,75,Normal,DNE
+567,Cinccino,95,60,75,Unova,65,60,115,Normal,DNE
+568,Gothita,30,50,45,Unova,55,65,45,Psychic,DNE
+569,Gothorita,45,70,60,Unova,75,85,55,Psychic,DNE
+570,Gothitelle,55,95,70,Unova,95,110,65,Psychic,DNE
+571,Solosis,30,40,45,Unova,105,50,20,Psychic,DNE
+572,Duosion,40,50,65,Unova,125,60,30,Psychic,DNE
+573,Reuniclus,65,75,110,Unova,125,85,30,Psychic,DNE
+574,Ducklett,44,50,62,Unova,44,50,55,Water,Flying
+575,Swanna,87,63,75,Unova,87,63,98,Water,Flying
+576,Vanillite,50,50,36,Unova,65,60,44,Ice,DNE
+577,Vanillish,65,65,51,Unova,80,75,59,Ice,DNE
+578,Vanilluxe,95,85,71,Unova,110,95,79,Ice,DNE
+579,Deerling,60,50,60,Unova,40,50,75,Normal,Grass
+580,Sawsbuck,100,70,80,Unova,60,70,95,Normal,Grass
+581,Emolga,75,60,55,Unova,75,60,103,Electric,Flying
+582,Karrablast,75,45,50,Unova,40,45,60,Bug,DNE
+583,Escavalier,135,105,70,Unova,60,105,20,Bug,Steel
+584,Foongus,55,45,69,Unova,55,55,15,Grass,Poison
+585,Amoonguss,85,70,114,Unova,85,80,30,Grass,Poison
+586,Frillish,40,50,55,Unova,65,85,40,Water,Ghost
+587,Jellicent,60,70,100,Unova,85,105,60,Water,Ghost
+588,Alomomola,75,80,165,Unova,40,45,65,Water,DNE
+589,Joltik,47,50,50,Unova,57,50,65,Bug,Electric
+590,Galvantula,77,60,70,Unova,97,60,108,Bug,Electric
+591,Ferroseed,50,91,44,Unova,24,86,10,Grass,Steel
+592,Ferrothorn,94,131,74,Unova,54,116,20,Grass,Steel
+593,Klink,55,70,40,Unova,45,60,30,Steel,DNE
+594,Klang,80,95,60,Unova,70,85,50,Steel,DNE
+595,Klinklang,100,115,60,Unova,70,85,90,Steel,DNE
+596,Tynamo,55,40,35,Unova,45,40,60,Electric,DNE
+597,Eelektrik,85,70,65,Unova,75,70,40,Electric,DNE
+598,Eelektross,115,80,85,Unova,105,80,50,Electric,DNE
+599,Elgyem,55,55,55,Unova,85,55,30,Psychic,DNE
+600,Beheeyem,75,75,75,Unova,125,95,40,Psychic,DNE
+601,Litwick,30,55,50,Unova,65,55,20,Ghost,Fire
+602,Lampent,40,60,60,Unova,95,60,55,Ghost,Fire
+603,Chandelure,55,90,60,Unova,145,90,80,Ghost,Fire
+604,Axew,87,60,46,Unova,30,40,57,Dragon,DNE
+605,Fraxure,117,70,66,Unova,40,50,67,Dragon,DNE
+606,Haxorus,147,90,76,Unova,60,70,97,Dragon,DNE
+607,Cubchoo,70,40,55,Unova,60,40,40,Ice,DNE
+608,Beartic,130,80,95,Unova,70,80,50,Ice,DNE
+609,Cryogonal,50,50,80,Unova,95,135,105,Ice,DNE
+610,Shelmet,40,85,50,Unova,40,65,25,Bug,DNE
+611,Accelgor,70,40,80,Unova,100,60,145,Bug,DNE
+612,Stunfisk,66,84,109,Unova,81,99,32,Ground,Electric
+613,Mienfoo,85,50,45,Unova,55,50,65,Fighting,DNE
+614,Mienshao,125,60,65,Unova,95,60,105,Fighting,DNE
+615,Druddigon,120,90,77,Unova,60,90,48,Dragon,DNE
+616,Golett,74,50,59,Unova,35,50,35,Ground,Ghost
+617,Golurk,124,80,89,Unova,55,80,55,Ground,Ghost
+618,Pawniard,85,70,45,Unova,40,40,60,Dark,Steel
+619,Bisharp,125,100,65,Unova,60,70,70,Dark,Steel
+620,Bouffalant,110,95,95,Unova,40,95,55,Normal,DNE
+621,Rufflet,83,50,70,Unova,37,50,60,Normal,Flying
+622,Braviary,123,75,100,Unova,57,75,80,Normal,Flying
+623,Vullaby,55,75,70,Unova,45,65,60,Dark,Flying
+624,Mandibuzz,65,105,110,Unova,55,95,80,Dark,Flying
+625,Heatmor,97,66,85,Unova,105,66,65,Fire,DNE
+626,Durant,109,112,58,Unova,48,48,109,Bug,Steel
+627,Deino,65,50,52,Unova,45,50,38,Dark,Dragon
+628,Zweilous,85,70,72,Unova,65,70,58,Dark,Dragon
+629,Hydreigon,105,90,92,Unova,125,90,98,Dark,Dragon
+630,Larvesta,85,55,55,Unova,50,55,60,Bug,Fire
+631,Volcarona,60,65,85,Unova,135,105,100,Bug,Fire
+632,Cobalion,90,129,91,Unova,90,72,108,Steel,Fighting
+633,Terrakion,129,90,91,Unova,72,90,108,Rock,Fighting
+634,Virizion,90,72,91,Unova,90,129,108,Grass,Fighting
+635,Tornadus,115,70,79,Unova,125,80,111,Flying,DNE
+636,Thundurus,115,70,79,Unova,125,80,111,Electric,Flying
+637,Reshiram,120,100,100,Unova,150,120,90,Dragon,Fire
+638,Zekrom,150,120,100,Unova,120,100,90,Dragon,Electric
+639,Landorus,125,90,89,Unova,115,80,101,Ground,Flying
+640,Kyurem,130,90,125,Unova,130,90,95,Dragon,Ice
+641,Keldeo,72,90,91,Unova,129,90,108,Water,Fighting
+642,Meloetta,77,77,100,Unova,128,128,90,Normal,Psychic
+643,Genesect,120,95,71,Unova,120,95,99,Bug,Steel
+644,Chespin,61,65,56,Kalos,48,45,38,Grass,DNE
+645,Quilladin,78,95,61,Kalos,56,58,57,Grass,DNE
+646,Chesnaught,107,122,88,Kalos,74,75,64,Grass,Fighting
+647,Fennekin,45,40,40,Kalos,62,60,60,Fire,DNE
+648,Braixen,59,58,59,Kalos,90,70,73,Fire,DNE
+649,Delphox,69,72,75,Kalos,114,100,104,Fire,Psychic
+650,Froakie,56,40,41,Kalos,62,44,71,Water,DNE
+651,Frogadier,63,52,54,Kalos,83,56,97,Water,DNE
+652,Greninja,95,67,72,Kalos,103,71,122,Water,Dark
+653,Bunnelby,36,38,38,Kalos,32,36,57,Normal,DNE
+654,Diggersby,56,77,85,Kalos,50,77,78,Normal,Ground
+655,Fletchling,50,43,45,Kalos,40,38,62,Normal,Flying
+656,Fletchinder,73,55,62,Kalos,56,52,84,Fire,Flying
+657,Talonflame,81,71,78,Kalos,74,69,126,Fire,Flying
+658,Scatterbug,35,40,38,Kalos,27,25,35,Bug,DNE
+659,Spewpa,22,60,45,Kalos,27,30,29,Bug,DNE
+660,Vivillon,52,50,80,Kalos,90,50,89,Bug,Flying
+661,Litleo,50,58,62,Kalos,73,54,72,Fire,Normal
+662,Pyroar,68,72,86,Kalos,109,66,106,Fire,Normal
+663,Floette,45,47,54,Kalos,75,98,52,Fairy,DNE
+664,Florges,65,68,78,Kalos,112,154,75,Fairy,DNE
+665,Skiddo,65,48,66,Kalos,62,57,52,Grass,DNE
+666,Gogoat,100,62,123,Kalos,97,81,68,Grass,DNE
+667,Pancham,82,62,67,Kalos,46,48,43,Fighting,DNE
+668,Pangoro,124,78,95,Kalos,69,71,58,Fighting,Dark
+669,Furfrou,80,60,75,Kalos,65,90,102,Normal,DNE
+670,Espurr,48,54,62,Kalos,63,60,68,Psychic,DNE
+671,Meowstic,48,76,74,Kalos,83,81,104,Psychic,DNE
+672,Honedge,80,100,45,Kalos,35,37,28,Steel,Ghost
+673,Doublade,110,150,59,Kalos,45,49,35,Steel,Ghost
+674,Aegislash,50,140,60,Kalos,50,140,60,Steel,Ghost
+675,Spritzee,52,60,78,Kalos,63,65,23,Fairy,DNE
+676,Aromatisse,72,72,101,Kalos,99,89,29,Fairy,DNE
+677,Swirlix,48,66,62,Kalos,59,57,49,Fairy,DNE
+678,Slurpuff,80,86,82,Kalos,85,75,72,Fairy,DNE
+679,Inkay,54,53,53,Kalos,37,46,45,Dark,Psychic
+680,Malamar,92,88,86,Kalos,68,75,73,Dark,Psychic
+681,Binacle,52,67,42,Kalos,39,56,50,Rock,Water
+682,Barbaracle,105,115,72,Kalos,54,86,68,Rock,Water
+683,Skrelp,60,60,50,Kalos,60,60,30,Poison,Water
+684,Dragalge,75,90,65,Kalos,97,123,44,Poison,Dragon
+685,Clauncher,53,62,50,Kalos,58,63,44,Water,DNE
+686,Clawitzer,73,88,71,Kalos,120,89,59,Water,DNE
+687,Helioptile,38,33,44,Kalos,61,43,70,Electric,Normal
+688,Heliolisk,55,52,62,Kalos,109,94,109,Electric,Normal
+689,Tyrunt,89,77,58,Kalos,45,45,48,Rock,Dragon
+690,Tyrantrum,121,119,82,Kalos,69,59,71,Rock,Dragon
+691,Amaura,59,50,77,Kalos,67,63,46,Rock,Ice
+692,Aurorus,77,72,123,Kalos,99,92,58,Rock,Ice
+693,Sylveon,65,65,95,Kalos,110,130,60,Fairy,DNE
+694,Hawlucha,92,75,78,Kalos,74,63,118,Fighting,Flying
+695,Dedenne,58,57,67,Kalos,81,67,101,Electric,Fairy
+696,Carbink,50,150,50,Kalos,50,150,50,Rock,Fairy
+697,Goomy,50,35,45,Kalos,55,75,40,Dragon,DNE
+698,Sliggoo,75,53,68,Kalos,83,113,60,Dragon,DNE
+699,Goodra,100,70,90,Kalos,110,150,80,Dragon,DNE
+700,Klefki,80,91,57,Kalos,80,87,75,Steel,Fairy
+701,Phantump,70,48,43,Kalos,50,60,38,Ghost,Grass
+702,Trevenant,110,76,85,Kalos,65,82,56,Ghost,Grass
+703,Pumpkaboo,66,70,49,Kalos,44,55,51,Ghost,Grass
+704,Gourgeist,90,122,65,Kalos,58,75,84,Ghost,Grass
+705,Bergmite,69,85,55,Kalos,32,35,28,Ice,DNE
+706,Avalugg,117,184,95,Kalos,44,46,28,Ice,DNE
+707,Noibat,30,35,40,Kalos,45,40,55,Flying,Dragon
+708,Noivern,70,80,85,Kalos,97,80,123,Flying,Dragon
+709,Xerneas,131,95,126,Kalos,131,98,99,Fairy,DNE
+710,Yveltal,131,95,126,Kalos,131,98,99,Dark,Flying
+711,Zygarde,100,121,108,Kalos,81,95,95,Dragon,Ground
+712,Diancie,100,150,50,Kalos,100,150,50,Rock,Fairy
+713,Hoopa,110,60,80,Kalos,150,130,70,Psychic,Ghost
+714,Volcanion,110,120,80,Kalos,130,90,70,Fire,Water
+715,Rowlet,55,55,68,Alola,50,50,42,Grass,Flying
+716,Dartrix,75,75,78,Alola,70,70,52,Grass,Flying
+717,Decidueye,107,75,78,Alola,100,100,70,Grass,Ghost
+718,Litten,65,40,45,Alola,60,40,70,Fire,DNE
+719,Torracat,85,50,65,Alola,80,50,90,Fire,DNE
+720,Incineroar,115,90,95,Alola,80,90,60,Fire,Dark
+721,Popplio,54,54,50,Alola,66,56,40,Water,DNE
+722,Brionne,69,69,60,Alola,91,81,50,Water,DNE
+723,Primarina,74,74,80,Alola,126,116,60,Water,Fairy
+724,Pikipek,75,30,35,Alola,30,30,65,Normal,Flying
+725,Trumbeak,85,50,55,Alola,40,50,75,Normal,Flying
+726,Toucannon,120,75,80,Alola,75,75,60,Normal,Flying
+727,Yungoos,70,30,48,Alola,30,30,45,Normal,DNE
+728,Gumshoos,110,60,88,Alola,55,60,45,Normal,DNE
+729,Grubbin,62,45,47,Alola,55,45,46,Bug,DNE
+730,Charjabug,82,95,57,Alola,55,75,36,Bug,Electric
+731,Vikavolt,70,90,77,Alola,145,75,43,Bug,Electric
+732,Crabrawler,82,57,47,Alola,42,47,63,Fighting,DNE
+733,Crabominable,132,77,97,Alola,62,67,43,Fighting,Ice
+734,Oricorio,70,70,75,Alola,98,70,93,Fire,Flying
+735,Cutiefly,45,40,40,Alola,55,40,84,Bug,Fairy
+736,Ribombee,55,60,60,Alola,95,70,124,Bug,Fairy
+737,Rockruff,65,40,45,Alola,30,40,60,Rock,DNE
+738,Lycanroc,115,65,75,Alola,55,65,112,Rock,DNE
+739,Wishiwashi,20,20,45,Alola,25,25,40,Water,DNE
+740,Mareanie,53,62,50,Alola,43,52,45,Poison,Water
+741,Toxapex,63,152,50,Alola,53,142,35,Poison,Water
+742,Mudbray,100,70,70,Alola,45,55,45,Ground,DNE
+743,Mudsdale,125,100,100,Alola,55,85,35,Ground,DNE
+744,Dewpider,40,52,38,Alola,40,72,27,Water,Bug
+745,Araquanid,70,92,68,Alola,50,132,42,Water,Bug
+746,Fomantis,55,35,40,Alola,50,35,35,Grass,DNE
+747,Lurantis,105,90,70,Alola,80,90,45,Grass,DNE
+748,Morelull,35,55,40,Alola,65,75,15,Grass,Fairy
+749,Shiinotic,45,80,60,Alola,90,100,30,Grass,Fairy
+750,Salandit,44,40,48,Alola,71,40,77,Poison,Fire
+751,Salazzle,64,60,68,Alola,111,60,117,Poison,Fire
+752,Stufful,75,50,70,Alola,45,50,50,Normal,Fighting
+753,Bewear,125,80,120,Alola,55,60,60,Normal,Fighting
+754,Bounsweet,30,38,42,Alola,30,38,32,Grass,DNE
+755,Steenee,40,48,52,Alola,40,48,62,Grass,DNE
+756,Tsareena,120,98,72,Alola,50,98,72,Grass,DNE
+757,Comfey,52,90,51,Alola,82,110,100,Fairy,DNE
+758,Oranguru,60,80,90,Alola,90,110,60,Normal,Psychic
+759,Passimian,120,90,100,Alola,40,60,80,Fighting,DNE
+760,Wimpod,35,40,25,Alola,20,30,80,Bug,Water
+761,Golisopod,125,140,75,Alola,60,90,40,Bug,Water
+762,Sandygast,55,80,55,Alola,70,45,15,Ghost,Ground
+763,Palossand,75,110,85,Alola,100,75,35,Ghost,Ground
+764,Pyukumuku,60,130,55,Alola,30,130,5,Water,DNE
+765,Silvally,95,95,95,Alola,95,95,95,Normal,DNE
+766,Minior,60,100,60,Alola,60,100,60,Rock,Flying
+767,Komala,115,65,65,Alola,75,95,65,Normal,DNE
+768,Turtonator,78,135,60,Alola,91,85,36,Fire,Dragon
+769,Togedemaru,98,63,65,Alola,40,73,96,Electric,Steel
+770,Mimikyu,90,80,55,Alola,50,105,96,Ghost,Fairy
+771,Bruxish,105,70,68,Alola,70,70,92,Water,Psychic
+772,Drampa,60,85,78,Alola,135,91,36,Normal,Dragon
+773,Dhelmise,131,100,70,Alola,86,90,40,Ghost,Grass
+774,Jangmo-o,55,65,45,Alola,45,45,45,Dragon,DNE
+775,Hakamo-o,75,90,55,Alola,65,70,65,Dragon,Fighting
+776,Kommo-o,110,125,75,Alola,100,105,85,Dragon,Fighting
+777,Cosmog,29,31,43,Alola,29,31,37,Psychic,DNE
+778,Cosmoem,29,131,43,Alola,29,131,37,Psychic,DNE
+779,Solgaleo,137,107,137,Alola,113,89,97,Psychic,Steel
+780,Lunala,113,89,137,Alola,137,107,97,Psychic,Ghost
+781,Nihilego,53,47,109,Alola,127,131,103,Rock,Poison
+782,Buzzwole,139,139,107,Alola,53,53,79,Bug,Fighting
+783,Pheromosa,137,37,71,Alola,137,37,151,Bug,Fighting
+784,Xurkitree,89,71,83,Alola,173,71,83,Electric,DNE
+785,Celesteela,101,103,97,Alola,107,101,61,Steel,Flying
+786,Kartana,181,131,59,Alola,59,31,109,Grass,Steel
+787,Guzzlord,101,53,223,Alola,97,53,43,Dark,Dragon
+788,Necrozma,107,101,97,Alola,127,89,79,Psychic,DNE
+789,Magearna,95,115,80,Alola,130,115,65,Steel,Fairy
+790,Marshadow,125,80,90,Alola,90,90,125,Fighting,Ghost
+791,Poipole,73,67,67,Alola,73,67,73,Poison,DNE
+792,Naganadel,73,73,73,Alola,127,73,121,Poison,Dragon
+793,Stakataka,131,211,61,Alola,53,101,13,Rock,Steel
+794,Blacephalon,127,53,53,Alola,151,79,107,Fire,Ghost
+795,Zeraora,112,75,88,Alola,102,80,143,Electric,DNE
+796,Meltan,65,65,46,Alola,55,35,34,Steel,DNE
+797,Melmetal,143,143,135,Alola,80,65,34,Steel,DNE
+798,Grookey,65,50,50,Galar,40,40,65,Grass,DNE
+799,Thwackey,85,70,70,Galar,55,60,80,Grass,DNE
+800,Rillaboom,125,90,100,Galar,60,70,85,Grass,DNE
+801,Scorbunny,71,40,50,Galar,40,40,69,Fire,DNE
+802,Raboot,86,60,65,Galar,55,60,94,Fire,DNE
+803,Cinderace,116,75,80,Galar,65,75,119,Fire,DNE
+804,Sobble,40,40,50,Galar,70,40,70,Water,DNE
+805,Drizzile,60,55,65,Galar,95,55,90,Water,DNE
+806,Inteleon,85,65,70,Galar,125,65,120,Water,DNE
+807,Skwovet,55,55,70,Galar,35,35,25,Normal,DNE
+808,Greedent,95,95,120,Galar,55,75,20,Normal,DNE
+809,Rookidee,47,35,38,Galar,33,35,57,Flying,DNE
+810,Corvisquire,67,55,68,Galar,43,55,77,Flying,DNE
+811,Corviknight,87,105,98,Galar,53,85,67,Flying,Steel
+812,Blipbug,20,20,25,Galar,25,45,45,Bug,DNE
+813,Dottler,35,80,50,Galar,50,90,30,Bug,Psychic
+814,Orbeetle,45,110,60,Galar,80,120,90,Bug,Psychic
+815,Nickit,28,28,40,Galar,47,52,50,Dark,DNE
+816,Thievul,58,58,70,Galar,87,92,90,Dark,DNE
+817,Gossifleur,40,60,40,Galar,40,60,10,Grass,DNE
+818,Eldegoss,50,90,60,Galar,80,120,60,Grass,DNE
+819,Wooloo,40,55,42,Galar,40,45,48,Normal,DNE
+820,Dubwool,80,100,72,Galar,60,90,88,Normal,DNE
+821,Chewtle,64,50,50,Galar,38,38,44,Water,DNE
+822,Drednaw,115,90,90,Galar,48,68,74,Water,Rock
+823,Yamper,45,50,59,Galar,40,50,26,Electric,DNE
+824,Boltund,90,60,69,Galar,90,60,121,Electric,DNE
+825,Rolycoly,40,50,30,Galar,40,50,30,Rock,DNE
+826,Carkol,60,90,80,Galar,60,70,50,Rock,Fire
+827,Coalossal,80,120,110,Galar,80,90,30,Rock,Fire
+828,Applin,40,80,40,Galar,40,40,20,Grass,Dragon
+829,Flapple,110,80,70,Galar,95,60,70,Grass,Dragon
+830,Appletun,85,80,110,Galar,100,80,30,Grass,Dragon
+831,Silicobra,57,75,52,Galar,35,50,46,Ground,DNE
+832,Sandaconda,107,125,72,Galar,65,70,71,Ground,DNE
+833,Cramorant,85,55,70,Galar,85,95,85,Flying,Water
+834,Arrokuda,63,40,41,Galar,40,30,66,Water,DNE
+835,Barraskewda,123,60,61,Galar,60,50,136,Water,DNE
+836,Toxel,38,35,40,Galar,54,35,40,Electric,Poison
+837,Toxtricity,98,70,75,Galar,114,70,75,Electric,Poison
+838,Sizzlipede,65,45,50,Galar,50,50,45,Fire,Bug
+839,Centiskorch,115,65,100,Galar,90,90,65,Fire,Bug
+840,Clobbopus,68,60,50,Galar,50,50,32,Fighting,DNE
+841,Grapploct,118,90,80,Galar,70,80,42,Fighting,DNE
+842,Sinistea,45,45,40,Galar,74,54,50,Ghost,DNE
+843,Polteageist,65,65,60,Galar,134,114,70,Ghost,DNE
+844,Hatenna,30,45,42,Galar,56,53,39,Psychic,DNE
+845,Hattrem,40,65,57,Galar,86,73,49,Psychic,DNE
+846,Hatterene,90,95,57,Galar,136,103,29,Psychic,Fairy
+847,Impidimp,45,30,45,Galar,55,40,50,Dark,Fairy
+848,Morgrem,60,45,65,Galar,75,55,70,Dark,Fairy
+849,Grimmsnarl,120,65,95,Galar,95,75,60,Dark,Fairy
+850,Obstagoon,90,101,93,Galar,60,81,95,Dark,Normal
+851,Perrserker,110,100,70,Galar,50,60,50,Steel,DNE
+852,Cursola,95,50,60,Galar,145,130,30,Ghost,DNE
+853,Runerigus,95,145,58,Galar,50,105,30,Ground,Ghost
+854,Milcery,40,40,45,Galar,50,61,34,Fairy,DNE
+855,Alcremie,60,75,65,Galar,110,121,64,Fairy,DNE
+856,Falinks,100,100,65,Galar,70,60,75,Fighting,DNE
+857,Pincurchin,101,95,48,Galar,91,85,15,Electric,DNE
+858,Snom,25,35,30,Galar,45,30,20,Ice,Bug
+859,Frosmoth,65,60,70,Galar,125,90,65,Ice,Bug
+860,Stonjourner,125,135,100,Galar,20,20,70,Rock,DNE
+861,Eiscue,80,110,75,Galar,65,90,50,Ice,DNE
+862,Indeedee,65,55,60,Galar,105,95,95,Psychic,Normal
+863,Morpeko,95,58,58,Galar,70,58,97,Electric,Dark
+864,Cufant,80,49,72,Galar,40,49,40,Steel,DNE
+865,Copperajah,130,69,122,Galar,80,69,30,Steel,DNE
+866,Dracozolt,100,90,90,Galar,80,70,75,Electric,Dragon
+867,Arctozolt,100,90,90,Galar,90,80,55,Electric,Ice
+868,Dracovish,90,100,90,Galar,70,80,75,Water,Dragon
+869,Arctovish,90,100,90,Galar,80,90,55,Water,Ice
+870,Duraludon,95,115,70,Galar,120,50,85,Steel,Dragon
+871,Dreepy,60,30,28,Galar,40,30,82,Dragon,Ghost
+872,Drakloak,80,50,68,Galar,60,50,102,Dragon,Ghost
+873,Dragapult,120,75,88,Galar,100,75,142,Dragon,Ghost
+874,Zacian,120,115,92,Galar,80,115,138,Fairy,DNE
+875,Zamazenta,120,115,92,Galar,80,115,138,Fighting,DNE
+876,Eternatus,85,95,140,Galar,145,95,130,Poison,Dragon
+877,Kubfu,90,60,60,Galar,53,50,72,Fighting,DNE
+878,Urshifu,130,100,100,Galar,63,60,97,Fighting,Dark
+879,Zarude,120,105,105,Galar,70,95,105,Dark,Grass
+880,Regieleki,100,50,80,Galar,100,50,200,Electric,DNE
+881,Regidrago,100,50,200,Galar,100,50,80,Dragon,DNE
+882,Glastrier,145,130,100,Galar,65,110,30,Ice,DNE
+883,Spectrier,65,60,100,Galar,145,80,130,Ghost,DNE
+884,Calyrex,80,80,100,Galar,80,80,80,Psychic,Grass
+885,Wyrdeer,105,72,103,Galar,105,75,65,Normal,Psychic
+886,Kleavor,130,95,70,Galar,45,75,85,Bug,Rock
+887,Ursaluna,140,105,130,Galar,45,80,50,Ground,Normal
+888,Basculegion,112,65,120,Galar,80,75,78,Water,Ghost
+889,Sneasler,130,60,80,Galar,40,80,120,Poison,Fighting
+890,Overqwil,115,95,85,Galar,65,65,85,Dark,Poison
+891,Enamorus,115,70,74,Galar,135,80,106,Fairy,Flying
+892,Sprigatito,61,54,40,Paldea,45,45,65,Grass,DNE
+893,Floragato,80,63,61,Paldea,60,63,83,Grass,DNE
+894,Meowscarada,110,70,76,Paldea,81,70,123,Grass,Dark
+895,Fuecoco,45,59,67,Paldea,63,40,36,Fire,DNE
+896,Crocalor,55,78,81,Paldea,90,58,49,Fire,DNE
+897,Skeledirge,75,100,104,Paldea,110,75,66,Fire,Ghost
+898,Quaxly,65,45,55,Paldea,50,45,50,Water,DNE
+899,Quaxwell,85,65,70,Paldea,65,60,65,Water,DNE
+900,Quaquaval,120,80,85,Paldea,85,75,85,Water,Fighting
+901,Lechonk,45,40,54,Paldea,35,45,35,Normal,DNE
+902,Oinkologne,100,75,110,Paldea,59,80,65,Normal,DNE
+903,Tarountula,41,45,35,Paldea,29,40,20,Bug,DNE
+904,Spidops,79,92,60,Paldea,52,86,35,Bug,DNE
+905,Nymble,46,40,33,Paldea,21,25,45,Bug,DNE
+906,Lokix,102,78,71,Paldea,52,55,92,Bug,Dark
+907,Pawmi,50,20,45,Paldea,40,25,60,Electric,DNE
+908,Pawmo,75,40,60,Paldea,50,40,85,Electric,Fighting
+909,Pawmot,115,70,70,Paldea,70,60,105,Electric,Fighting
+910,Tandemaus,50,45,50,Paldea,40,45,75,Normal,DNE
+911,Maushold,75,70,74,Paldea,65,75,111,Normal,DNE
+912,Fidough,55,70,37,Paldea,30,55,65,Fairy,DNE
+913,Dachsbun,80,115,57,Paldea,50,80,95,Fairy,DNE
+914,Smoliv,35,45,41,Paldea,58,51,30,Grass,Normal
+915,Dolliv,53,60,52,Paldea,78,78,33,Grass,Normal
+916,Arboliva,69,90,78,Paldea,125,109,39,Grass,Normal
+917,Squawkabilly,96,51,82,Paldea,45,51,92,Normal,Flying
+918,Nacli,55,75,55,Paldea,35,35,25,Rock,DNE
+919,Naclstack,60,100,60,Paldea,35,65,35,Rock,DNE
+920,Garganacl,100,130,100,Paldea,45,90,35,Rock,DNE
+921,Charcadet,50,40,40,Paldea,50,40,35,Fire,DNE
+922,Armarouge,60,100,85,Paldea,125,80,75,Fire,Psychic
+923,Ceruledge,125,80,75,Paldea,60,100,85,Fire,Ghost
+924,Tadbulb,31,41,61,Paldea,59,35,45,Electric,DNE
+925,Bellibolt,64,91,109,Paldea,103,83,45,Electric,DNE
+926,Wattrel,40,35,40,Paldea,55,40,70,Electric,Flying
+927,Kilowattrel,70,60,70,Paldea,105,60,125,Electric,Flying
+928,Maschiff,78,60,60,Paldea,40,51,51,Dark,DNE
+929,Mabosstiff,120,90,80,Paldea,60,70,85,Dark,DNE
+930,Shroodle,65,35,40,Paldea,40,35,75,Poison,Normal
+931,Grafaiai,95,65,63,Paldea,80,72,110,Poison,Normal
+932,Bramblin,65,30,40,Paldea,45,35,60,Grass,Ghost
+933,Brambleghast,115,70,55,Paldea,80,70,90,Grass,Ghost
+934,Toedscool,40,35,40,Paldea,50,100,70,Ground,Grass
+935,Toedscruel,70,65,80,Paldea,80,120,100,Ground,Grass
+936,Klawf,100,115,70,Paldea,35,55,75,Rock,DNE
+937,Capsakid,62,40,50,Paldea,62,40,50,Grass,DNE
+938,Scovillain,108,65,65,Paldea,108,65,75,Grass,Fire
+939,Rellor,50,60,41,Paldea,31,58,30,Bug,DNE
+940,Rabsca,50,85,75,Paldea,115,100,45,Bug,Psychic
+941,Flittle,35,30,30,Paldea,55,30,75,Psychic,DNE
+942,Espathra,60,60,95,Paldea,101,60,105,Psychic,DNE
+943,Tinkatink,45,45,50,Paldea,35,64,58,Fairy,Steel
+944,Tinkatuff,55,55,65,Paldea,45,82,78,Fairy,Steel
+945,Tinkaton,75,77,85,Paldea,70,105,94,Fairy,Steel
+946,Wiglett,55,25,10,Paldea,35,25,95,Water,DNE
+947,Wugtrio,100,50,35,Paldea,50,70,120,Water,DNE
+948,Bombirdier,103,85,70,Paldea,60,85,82,Flying,Dark
+949,Finizen,45,40,70,Paldea,45,40,75,Water,DNE
+950,Palafin,70,72,100,Paldea,53,62,100,Water,DNE
+951,Varoom,70,63,45,Paldea,30,45,47,Steel,Poison
+952,Revavroom,119,90,80,Paldea,54,67,90,Steel,Poison
+953,Cyclizar,95,65,70,Paldea,85,65,121,Dragon,Normal
+954,Orthworm,85,145,70,Paldea,60,55,65,Steel,DNE
+955,Glimmet,35,42,48,Paldea,105,60,60,Rock,Poison
+956,Glimmora,55,90,83,Paldea,130,81,86,Rock,Poison
+957,Greavard,61,60,50,Paldea,30,55,34,Ghost,DNE
+958,Houndstone,101,100,72,Paldea,50,97,68,Ghost,DNE
+959,Flamigo,115,74,82,Paldea,75,64,90,Flying,Fighting
+960,Cetoddle,68,45,108,Paldea,30,40,43,Ice,DNE
+961,Cetitan,113,65,170,Paldea,45,55,73,Ice,DNE
+962,Veluza,102,73,90,Paldea,78,65,70,Water,Psychic
+963,Dondozo,100,115,150,Paldea,65,65,35,Water,DNE
+964,Tatsugiri,50,60,68,Paldea,120,95,82,Dragon,Water
+965,Annihilape,115,80,110,Paldea,50,90,90,Fighting,Ghost
+966,Clodsire,75,60,130,Paldea,45,100,20,Poison,Ground
+967,Farigiraf,90,70,120,Paldea,110,70,60,Normal,Psychic
+968,Dudunsparce,100,80,125,Paldea,85,75,55,Normal,DNE
+969,Kingambit,135,120,100,Paldea,60,85,50,Dark,Steel
+970,Frigibax,75,45,65,Paldea,35,45,55,Dragon,Ice
+971,Arctibax,95,66,90,Paldea,45,65,62,Dragon,Ice
+972,Baxcalibur,145,92,115,Paldea,75,86,87,Dragon,Ice
+973,Gimmighoul,30,70,45,Paldea,75,70,10,Ghost,DNE
+974,Gholdengo,60,95,87,Paldea,133,91,84,Steel,Ghost
+975,Wo-Chien,85,100,85,Paldea,95,135,70,Dark,Grass
+976,Chien-Pao,120,80,80,Paldea,90,65,135,Dark,Ice
+977,Ting-Lu,110,125,155,Paldea,55,80,45,Dark,Ground
+978,Chi-Yu,80,80,55,Paldea,135,120,100,Dark,Fire
+979,Koraidon,135,115,100,Paldea,85,100,135,Fighting,Dragon
+980,Miraidon,85,100,100,Paldea,135,115,135,Electric,Dragon
diff --git a/sum23/projects/p4/project.py b/sum23/projects/p4/project.py
new file mode 100644
index 0000000..9049467
--- /dev/null
+++ b/sum23/projects/p4/project.py
@@ -0,0 +1,85 @@
+__pokemon__= {}
+__effectiveness__ = {}
+
+def __init__():
+    """This function loads the data from 'pokemon_stats.csv' and 'type_effectiveness_stats.csv'. This function runs automatically, when the module is imported"""
+    import csv
+    f = open('pokemon_stats.csv', encoding='utf-8')
+    raw_pkmn_data = list(csv.reader(f))
+    f.close()
+    pkmn_header = raw_pkmn_data[0]
+    pkmn_header.pop(0)
+    raw_pkmn_data = raw_pkmn_data[1:]
+    for pkmn_data in raw_pkmn_data:
+        pkmn_data.pop(0)
+        pkmn = {}
+        for i in range(len(pkmn_header)):
+            pkmn[pkmn_header[i]] = pkmn_data[i]
+        for stat in pkmn:
+            if stat in ['HP', 'Attack', 'Defense', 'Sp. Atk', 'Sp. Def', 'Speed']:
+                pkmn[stat] = int(pkmn[stat])
+        __pokemon__[pkmn["Name"]] = pkmn
+
+    f = open('type_effectiveness_stats.csv', encoding='utf-8')
+    raw_type_data = list(csv.reader(f))
+    f.close()
+    type_header = raw_type_data[0]
+    raw_type_data = raw_type_data[1:]
+    for type1 in type_header[1:]:
+        __effectiveness__[type1] = {}
+    for row in raw_type_data:
+        type2 = row[0]
+        for i in range(1, len(row)):
+            type1 = type_header[i]
+            __effectiveness__[type1][type2] = float(row[i])
+
+def print_stats(pkmn):
+    """print_stats(pkmn) prints all the statistics of the Pokémon with the name 'pkmn' """
+    try:
+        for stat in __pokemon__[pkmn]:
+            if not (stat == 'Type 2' and __pokemon__[pkmn][stat] == "DNE"):
+                print(stat, ": ", __pokemon__[pkmn][stat])
+    except KeyError:
+        print(pkmn, " not found in the file")
+
+def get_region(pkmn):
+    """get_region(pkmn) returns the region of the Pokémon with the name 'pkmn' """
+    return __pokemon__[pkmn]['Region']
+
+def get_type1(pkmn):
+    """get_type1(pkmn) returns Type 1 of the Pokémon with the name 'pkmn' """
+    return __pokemon__[pkmn]['Type 1']
+
+def get_type2(pkmn):
+    """get_type2(pkmn) returns Type 2 of the Pokémon with the name 'pkmn' """
+    return __pokemon__[pkmn]['Type 2']
+
+def get_hp(pkmn):
+    """get_hp(pkmn) returns the HP of the Pokémon with the name 'pkmn' """
+    return __pokemon__[pkmn]['HP']
+
+def get_attack(pkmn):
+    """get_attack(pkmn) returns the Attack of the Pokémon with the name 'pkmn' """
+    return __pokemon__[pkmn]['Attack']
+
+def get_defense(pkmn):
+    """get_defense(pkmn) returns the Defense of the Pokémon with the name 'pkmn' """
+    return __pokemon__[pkmn]['Defense']
+
+def get_sp_atk(pkmn):
+    """get_sp_atk(pkmn) returns the Special Attack of the Pokémon with the name 'pkmn' """
+    return __pokemon__[pkmn]['Sp. Atk']
+
+def get_sp_def(pkmn):
+    """get_sp_def(pkmn) returns the Special Defense of the Pokémon with the name 'pkmn' """
+    return __pokemon__[pkmn]['Sp. Def']
+
+def get_speed(pkmn):
+    """get_speed(pkmn) returns the Speed of the Pokémon with the name 'pkmn' """
+    return __pokemon__[pkmn]['Speed']
+
+def get_type_effectiveness(attacker_type, defender_type):
+    """get_type_effectiveness(attacker_type, defender_type) returns the effectiveness of attacker's type against defender's type"""
+    return __effectiveness__[attacker_type][defender_type]
+
+__init__()
diff --git a/sum23/projects/p4/rubric.md b/sum23/projects/p4/rubric.md
new file mode 100644
index 0000000..f8f5536
--- /dev/null
+++ b/sum23/projects/p4/rubric.md
@@ -0,0 +1,122 @@
+# Project 4 (P4) grading rubric 
+
+## Code reviews
+
+- A TA / grader will be reviewing your code after the deadline.
+- They will make deductions based on the Rubric provided below.
+- To ensure that you don't lose any points in code review, you must review the rubric and make sure that you have followed the instructions provided in the project correctly.
+- Incorrect function logic loses points in manual code review - for example, incorrectly ordered branches of a conditional statement or  two different incorrectly ordered conditionals (ex: battle function definition)
+
+## Rubric
+
+### General guidelines:
+
+- Did not save the notebook file prior to running the cell containing "export". We cannot see your output if you do not save before generating the zip file. This deduction will become stricter for future projects. (-1)
+- `import math` is not written at top of the notebook (-1)
+- Used concepts not covered in class yet (-1)
+- One or more functions are defined multiple times in the project (-4)
+
+### Question specific guidelines:
+
+- Function 1: damage(attack,defender)
+	- `damage` function logic is incorrect (-4)
+
+- Q1 deductions
+	- `damage_feraligatr_aipom` answer is hardcoded (-3)
+	- `Feraligatr` and `Aipom` are not passed as arguments to `damage` function (-2)
+
+- Q2 deductions
+	- `damage_lucario_klawf` answer is hardcoded (-3)
+	- `Lucario` and `Klawf` are not passed as arguments to `damage` function (-2)
+
+
+- Function 2: type_bonus(attack_type, defender)
+	- `type_bonus` function logic is incorrect (-4)
+
+- Q3 deductions
+	- `bonus_poison_rayquaza` answer is hardcoded (-3)
+	- `Poison` and `Rayquaza` are not passed as arguments to `type_bonus` function (-2)
+
+- Q4 deductions
+	- `bonus_bug_mew` answer is hardcoded (-3)
+	- `Bug` and `Mew` are not passed as arguments to `type_bonus` function (-2)
+
+
+- Function 3: effective_damage(attacker, defender)
+	- `effective_damage`/`get_num_types` function logic is incorrect (-6)
+
+- Q5 deductions
+	- `eff_damage_pikachu_weedle` answer is hardcoded (-3)
+	- `Pikachu` and `Weedle` are not passed as arguments to `effective_damage` function (-2)
+
+- Q6 deductions
+	- `eff_damage_cloyster_lapras` answer is hardcoded (-3)
+	- `Cloyster` and `Lapras` are not passed as arguments to `effective_damage` function (-2)
+
+- Q7 deductions
+	- `eff_damage_charizard_wailmer` answer is hardcoded (-3)
+	- `Charizard` and `Wailmer` are not passed as arguments to `effective_damage` function (-2)
+
+
+- Function 4: num_hits(attacker, defender)
+	- `num_hits` function logic is incorrect (-4)
+
+- Q8 deductions
+	- `hits_garchomp_golem` answer is hardcoded (-3)
+	- `Golem` and `Garchomp` are not passed as arguments to `num_hits` function (-2)
+
+- Q9 deductions
+	- `hits_mew_shinx` answer is hardcoded (-3)
+	- `Shinx` and `Mew` are not passed as arguments to `num_hits` function (-2)
+
+
+- Function 5: battle(pkmn1, pkmn2)
+	- `battle` function logic is incorrect (-7)
+
+- Q10 deductions
+	- `battle_haunter_rhydon` answer is hardcoded (-4)
+	- `Haunter` and `Rhydon` are not passed as arguments to `battle` function (-2)
+
+- Q11 deductions
+	- `battle_espeon_raichu` answer is hardcoded (-4)
+	- `Espeon` and `Raichu` are not passed as arguments to `battle` function (-2)
+
+- Q12 deductions
+	- `battle_garchomp_hydreigon` answer is hardcoded (-4)
+	- `Garchomp` and `Hydreigon` are not passed as arguments to `battle` function (-2)
+
+- Q13 deductions
+	- `battle_gulpin_mudkip` answer is hardcoded (-4)
+	- `Gulpin` and `Mudkip` are not passed as arguments to `battle` function (-2)
+
+- Q14 deductions
+	- `battle_miraidon_eevee` answer is hardcoded (-4)
+	- `Miraidon` and `Eevee` are not passed as arguments to `battle` function (-2)
+
+- Q15 deductions
+	- `battle_onix_hydreigon` answer is hardcoded (-4)
+	- `Onix` and `Hydreigon` are not passed as arguments to `battle` function (-2)
+
+- Q16 deductions
+	- `battle_chien_pao_tauros` answer is hardcoded (-4)
+	- `Chien-Pao` and `Tauros` are not passed as arguments to `battle` function (-2)
+
+
+- Function 6: friendship_score(pkmn1, pkmn2)
+	- `friendship_score` function logic is incorrect (-4)
+
+- Q17 deductions
+	- `friendship_aipom_zekrom` answer is hardcoded (-4)
+	- `Aipom` and `Zekrom` are not passed as arguments to `friendship_score` function (-2)
+
+- Q18 deductions
+	- `friendship_voltorb_thundurus` answer is hardcoded (-4)
+	- `Voltorb` and `Thundurus` are not passed as arguments to `friendship_score` function (-2)
+
+- Q19 deductions
+	- `friendship_weedle_kakuna` answer is hardcoded (-4)
+	- `Weedle` and `Kakuna` are not passed as arguments to `friendship_score` function (-2)
+
+- Q20 deductions
+	- `friendship_shinx_shinx` answer is hardcoded (-4)
+	- `Shinx` and `Shinx` are not passed as arguments to `friendship_score` function (-2)
diff --git a/sum23/projects/p4/type_effectiveness_stats.csv b/sum23/projects/p4/type_effectiveness_stats.csv
new file mode 100644
index 0000000..88ef8fa
--- /dev/null
+++ b/sum23/projects/p4/type_effectiveness_stats.csv
@@ -0,0 +1,19 @@
+,Normal,Fire,Water,Electric,Grass,Ice,Fighting,Poison,Ground,Flying,Psychic,Bug,Rock,Ghost,Dragon,Dark,Steel,Fairy
+Normal,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0
+Fire,1.0,0.5,2.0,1.0,0.5,0.5,1.0,1.0,2.0,1.0,1.0,0.5,2.0,1.0,1.0,1.0,0.5,0.5
+Water,1.0,0.5,0.5,2.0,2.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.5,1.0
+Electric,1.0,1.0,1.0,0.5,1.0,1.0,1.0,1.0,2.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,0.5,1.0
+Grass,1.0,2.0,0.5,0.5,0.5,2.0,1.0,2.0,0.5,2.0,1.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0
+Ice,1.0,2.0,1.0,1.0,1.0,0.5,2.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,1.0,2.0,1.0
+Fighting,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,0.5,0.5,1.0,1.0,0.5,1.0,2.0
+Poison,1.0,1.0,1.0,1.0,0.5,1.0,0.5,0.5,2.0,1.0,2.0,0.5,1.0,1.0,1.0,1.0,1.0,0.5
+Ground,1.0,1.0,2.0,0.0,2.0,2.0,1.0,0.5,1.0,1.0,1.0,1.0,0.5,1.0,1.0,1.0,1.0,1.0
+Flying,1.0,1.0,1.0,2.0,0.5,2.0,0.5,1.0,0.0,1.0,1.0,0.5,2.0,1.0,1.0,1.0,1.0,1.0
+Psychic,1.0,1.0,1.0,1.0,1.0,1.0,0.5,1.0,1.0,1.0,0.5,2.0,1.0,2.0,1.0,2.0,1.0,1.0
+Bug,1.0,2.0,1.0,1.0,0.5,1.0,0.5,1.0,0.5,2.0,1.0,1.0,2.0,1.0,1.0,1.0,1.0,1.0
+Rock,0.5,0.5,2.0,1.0,2.0,1.0,2.0,0.5,2.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0
+Ghost,0.0,1.0,1.0,1.0,1.0,1.0,0.0,0.5,1.0,1.0,1.0,0.5,1.0,2.0,1.0,2.0,1.0,1.0
+Dragon,1.0,0.5,0.5,0.5,0.5,2.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,2.0
+Dark,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,1.0,0.0,2.0,1.0,0.5,1.0,0.5,1.0,2.0
+Steel,0.5,2.0,1.0,1.0,0.5,0.5,2.0,0.0,2.0,0.5,0.5,0.5,0.5,1.0,0.5,1.0,0.5,0.5
+Fairy,1.0,1.0,1.0,1.0,1.0,1.0,0.5,2.0,1.0,1.0,1.0,0.5,1.0,1.0,0.0,0.5,2.0,1.0
-- 
GitLab