From 1aabcdb6afbcd35c4546ca4574efe7d124f18044 Mon Sep 17 00:00:00 2001 From: CevicX <134785214+CevicX@users.noreply.github.com> Date: Mon, 14 Aug 2023 11:11:10 +0100 Subject: [PATCH] done --- your-code/challenge-1.ipynb | 419 +++++++++++++++++++++++++++++++++--- your-code/challenge-2.ipynb | 250 +++++++++++++++++++-- 2 files changed, 626 insertions(+), 43 deletions(-) diff --git a/your-code/challenge-1.ipynb b/your-code/challenge-1.ipynb index c1bb43d..43aafc1 100755 --- a/your-code/challenge-1.ipynb +++ b/your-code/challenge-1.ipynb @@ -19,12 +19,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# Import libraries\n", - "import pandas as pd" + "import pandas as pd\n", + "import scipy.stats as st" ] }, { @@ -38,11 +39,266 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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#NameType 1Type 2TotalHPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendary
01BulbasaurGrassPoison3184549496565451False
12IvysaurGrassPoison4056062638080601False
23VenusaurGrassPoison525808283100100801False
33VenusaurMega VenusaurGrassPoison62580100123122120801False
44CharmanderFireNaN3093952436050651False
..........................................
795719DiancieRockFairy60050100150100150506True
796719DiancieMega DiancieRockFairy700501601101601101106True
797720HoopaHoopa ConfinedPsychicGhost6008011060150130706True
798720HoopaHoopa UnboundPsychicDark6808016060170130806True
799721VolcanionFireWater6008011012013090706True
\n", + "

800 rows × 13 columns

\n", + "
" + ], + "text/plain": [ + " # Name Type 1 Type 2 Total HP Attack Defense \\\n", + "0 1 Bulbasaur Grass Poison 318 45 49 49 \n", + "1 2 Ivysaur Grass Poison 405 60 62 63 \n", + "2 3 Venusaur Grass Poison 525 80 82 83 \n", + "3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 \n", + "4 4 Charmander Fire NaN 309 39 52 43 \n", + ".. ... ... ... ... ... .. ... ... \n", + "795 719 Diancie Rock Fairy 600 50 100 150 \n", + "796 719 DiancieMega Diancie Rock Fairy 700 50 160 110 \n", + "797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60 \n", + "798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60 \n", + "799 721 Volcanion Fire Water 600 80 110 120 \n", + "\n", + " Sp. Atk Sp. Def Speed Generation Legendary \n", + "0 65 65 45 1 False \n", + "1 80 80 60 1 False \n", + "2 100 100 80 1 False \n", + "3 122 120 80 1 False \n", + "4 60 50 65 1 False \n", + ".. ... ... ... ... ... \n", + "795 100 150 50 6 True \n", + "796 160 110 110 6 True \n", + "797 150 130 70 6 True \n", + "798 170 130 80 6 True \n", + "799 130 90 70 6 True \n", + "\n", + "[800 rows x 13 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here:\n" + "# Your code here:\n", + "pokemon= pd.read_csv('Pokemon.csv')\n", + "pokemon" ] }, { @@ -58,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -76,6 +332,8 @@ " results = {}\n", "\n", " # Your code here\n", + " for feature in features:\n", + " results[feature] = st.ttest_ind(s1[feature], s2[feature], equal_var=False)[1]\n", " \n", " return results" ] @@ -101,11 +359,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'HP': 1.0026911708035284e-13,\n", + " 'Attack': 2.520372449236646e-16,\n", + " 'Defense': 4.826998494919331e-11,\n", + " 'Sp. Atk': 1.5514614112239816e-21,\n", + " 'Sp. Def': 2.2949327864052826e-15,\n", + " 'Speed': 1.0490163118824507e-18,\n", + " 'Total': 9.357954335957444e-47}" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here\n" + "# Your code here\n", + "t_test_features(pokemon[pokemon[\"Legendary\"]],pokemon[pokemon[\"Legendary\"]==False])" ] }, { @@ -117,11 +393,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'Yes legendary tends to have more base stats'" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your comment here" + "# Your comment here\n", + "'Yes legendary tends to have more base stats'" ] }, { @@ -133,11 +421,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'HP': 0.14551697834219626,\n", + " 'Attack': 0.24721958967217725,\n", + " 'Defense': 0.5677711011725426,\n", + " 'Sp. Atk': 0.12332165977104388,\n", + " 'Sp. Def': 0.18829872292645752,\n", + " 'Speed': 0.00239265937312135,\n", + " 'Total': 0.5631377907941676}" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here\n" + "# Your code here\n", + "t_test_features(pokemon[pokemon[\"Generation\"]==1],pokemon[pokemon[\"Generation\"]==2])" ] }, { @@ -149,11 +455,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'We can see that one of them are way faster, but in the others aspects they are very similar'" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your comment here" + "# Your comment here\n", + "'We can see that one of them are way faster, but in the others aspects they are very similar'" ] }, { @@ -165,11 +483,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'HP': 0.11314389855379413,\n", + " 'Attack': 0.00014932578145948305,\n", + " 'Defense': 2.7978540411514693e-08,\n", + " 'Sp. Atk': 0.00013876216585667907,\n", + " 'Sp. Def': 0.00010730610934512779,\n", + " 'Speed': 0.02421703281819093,\n", + " 'Total': 1.1157056505229964e-07}" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here\n" + "# Your code here\n", + "t_test_features(pokemon[pokemon['Type 2'].isnull()],pokemon[~pokemon['Type 2'].isnull()])" ] }, { @@ -181,11 +517,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'They have a great diff on the power,probally the one with two types has more sp.stats than normal stats, the speed also has a gap'" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your comment here" + "# Your comment here\n", + "'They have a great diff on the power,probally the one with two types has more sp.stats than normal stats, the speed also has a gap'" ] }, { @@ -199,11 +547,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Atk vs Def:1.7140303479358558e-05\n", + "Sp.Atk vs Sp. Def:0.3933685997548122\n" + ] + } + ], "source": [ - "# Your code here\n" + "# Your code here\n", + "\n", + "print(f'''Atk vs Def:{st.ttest_rel(pokemon[\"Attack\"], pokemon[\"Defense\"]).pvalue}\n", + "Sp.Atk vs Sp. Def:{st.ttest_rel(pokemon[\"Sp. Atk\"], pokemon[\"Sp. Def\"]).pvalue}''')" ] }, { @@ -219,7 +579,8 @@ "metadata": {}, "outputs": [], "source": [ - "# Your comment here" + "# Your comment here\n", + "'''We are comparing the same population we, we can see that the normal atk and def does have a significant difference when the special counter parts does not'''" ] } ], @@ -239,7 +600,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/your-code/challenge-2.ipynb b/your-code/challenge-2.ipynb index 1f0e335..db152f3 100755 --- a/your-code/challenge-2.ipynb +++ b/your-code/challenge-2.ipynb @@ -17,21 +17,166 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "# Import libraries\n", - "import pandas as pd" + "import pandas as pd\n", + "import numpy as np" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 83, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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#NameType 1Type 2TotalHPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendary
01BulbasaurGrassPoison3184549496565451False
12IvysaurGrassPoison4056062638080601False
23VenusaurGrassPoison525808283100100801False
33VenusaurMega VenusaurGrassPoison62580100123122120801False
44CharmanderFireNaN3093952436050651False
\n", + "
" + ], + "text/plain": [ + " # Name Type 1 Type 2 Total HP Attack Defense \\\n", + "0 1 Bulbasaur Grass Poison 318 45 49 49 \n", + "1 2 Ivysaur Grass Poison 405 60 62 63 \n", + "2 3 Venusaur Grass Poison 525 80 82 83 \n", + "3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 \n", + "4 4 Charmander Fire NaN 309 39 52 43 \n", + "\n", + " Sp. Atk Sp. Def Speed Generation Legendary \n", + "0 65 65 45 1 False \n", + "1 80 80 60 1 False \n", + "2 100 100 80 1 False \n", + "3 122 120 80 1 False \n", + "4 60 50 65 1 False " + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Load the data:\n" + "# Load the data:\n", + "pokemon= pd.read_csv('Pokemon.csv')\n", + "pokemon.head()" ] }, { @@ -58,12 +203,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'Bug',\n", + " 'Dark',\n", + " 'Dragon',\n", + " 'Electric',\n", + " 'Fairy',\n", + " 'Fighting',\n", + " 'Fire',\n", + " 'Flying',\n", + " 'Ghost',\n", + " 'Grass',\n", + " 'Ground',\n", + " 'Ice',\n", + " 'Normal',\n", + " 'Poison',\n", + " 'Psychic',\n", + " 'Rock',\n", + " 'Steel',\n", + " 'Water',\n", + " nan}" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "types" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "19" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here\n", - "\n", + "unique_types = set((pd.concat([pokemon['Type 1'],pokemon['Type 2']])))\n", "\n", "len(unique_types) # you should see 19" ] @@ -85,13 +279,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 86, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "18" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon_totals = []\n", "\n", "# Your code here\n", + "for i in unique_types:\n", + " if type(i) == str: \n", + " total = pokemon['Total'][(pokemon['Type 1'] == i) | (pokemon['Type 2'] == i)]\n", + " pokemon_totals.append(total)\n", "\n", "len(pokemon_totals) # you should see 18" ] @@ -111,11 +320,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 92, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "F_onewayResult(statistic=6.617538296005536, pvalue=2.6457458815984803e-15)" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here\n" + "# Your code here\n", + "import scipy.stats as st\n", + "st.f_oneway(*pokemon_totals)" ] }, { @@ -151,7 +373,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.11.4" } }, "nbformat": 4,