{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", " return false;\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%javascript\n", "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", " return false;\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Let's Clean Some Data\n", "\n", "Fivethirtyeight has some great data sets and this is one of them. In July 2014, before the third Star Wars trilogy was released, they decided to survey Americans to see which of the first six movies was their favorite. Let's take a look at the results. Some light cleaning should make it more usable!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# import libraries and csv\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "star_wars = pd.read_csv(\"star_wars.csv\", encoding=\"ISO-8859-1\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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RespondentIDHave you seen any of the 6 films in the Star Wars franchise?Do you consider yourself to be a fan of the Star Wars film franchise?Which of the following Star Wars films have you seen? Please select all that apply.Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film....Unnamed: 28Which character shot first?Are you familiar with the Expanded Universe?Do you consider yourself to be a fan of the Expanded Universe?Do you consider yourself to be a fan of the Star Trek franchise?GenderAgeHousehold IncomeEducationLocation (Census Region)
03292879998YesYesStar Wars: Episode I The Phantom MenaceStar Wars: Episode II Attack of the ClonesStar Wars: Episode III Revenge of the SithStar Wars: Episode IV A New HopeStar Wars: Episode V The Empire Strikes BackStar Wars: Episode VI Return of the Jedi3.0...Very favorablyI don't understand this questionYesNoNoMale18-29NaNHigh school degreeSouth Atlantic
13292879538NoNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNYesMale18-29$0 - $24,999Bachelor degreeWest South Central
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2 rows × 38 columns

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" ], "text/plain": [ " RespondentID Have you seen any of the 6 films in the Star Wars franchise? \\\n", "0 3292879998 Yes \n", "1 3292879538 No \n", "\n", " Do you consider yourself to be a fan of the Star Wars film franchise? \\\n", "0 Yes \n", "1 NaN \n", "\n", " Which of the following Star Wars films have you seen? Please select all that apply. \\\n", "0 Star Wars: Episode I The Phantom Menace \n", "1 NaN \n", "\n", " Unnamed: 4 \\\n", "0 Star Wars: Episode II Attack of the Clones \n", "1 NaN \n", "\n", " Unnamed: 5 \\\n", "0 Star Wars: Episode III Revenge of the Sith \n", "1 NaN \n", "\n", " Unnamed: 6 \\\n", "0 Star Wars: Episode IV A New Hope \n", "1 NaN \n", "\n", " Unnamed: 7 \\\n", "0 Star Wars: Episode V The Empire Strikes Back \n", "1 NaN \n", "\n", " Unnamed: 8 \\\n", "0 Star Wars: Episode VI Return of the Jedi \n", "1 NaN \n", "\n", " Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film. \\\n", "0 3.0 \n", "1 NaN \n", "\n", " ... Unnamed: 28 Which character shot first? \\\n", "0 ... Very favorably I don't understand this question \n", "1 ... NaN NaN \n", "\n", " Are you familiar with the Expanded Universe? \\\n", "0 Yes \n", "1 NaN \n", "\n", " Do you consider yourself to be a fan of the Expanded Universe? \\\n", "0 No \n", "1 NaN \n", "\n", " Do you consider yourself to be a fan of the Star Trek franchise? Gender \\\n", "0 No Male \n", "1 Yes Male \n", "\n", " Age Household Income Education Location (Census Region) \n", "0 18-29 NaN High school degree South Atlantic \n", "1 18-29 $0 - $24,999 Bachelor degree West South Central \n", "\n", "[2 rows x 38 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Index(['RespondentID',\n", " 'Have you seen any of the 6 films in the Star Wars franchise?',\n", " 'Do you consider yourself to be a fan of the Star Wars film franchise?',\n", " 'Which of the following Star Wars films have you seen? Please select all that apply.',\n", " 'Unnamed: 4', 'Unnamed: 5', 'Unnamed: 6', 'Unnamed: 7', 'Unnamed: 8',\n", " 'Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film.',\n", " 'Unnamed: 10', 'Unnamed: 11', 'Unnamed: 12', 'Unnamed: 13',\n", " 'Unnamed: 14',\n", " 'Please state whether you view the following characters favorably, unfavorably, or are unfamiliar with him/her.',\n", " 'Unnamed: 16', 'Unnamed: 17', 'Unnamed: 18', 'Unnamed: 19',\n", " 'Unnamed: 20', 'Unnamed: 21', 'Unnamed: 22', 'Unnamed: 23',\n", " 'Unnamed: 24', 'Unnamed: 25', 'Unnamed: 26', 'Unnamed: 27',\n", " 'Unnamed: 28', 'Which character shot first?',\n", " 'Are you familiar with the Expanded Universe?',\n", " 'Do you consider yourself to be a fan of the Expanded Universe?',\n", " 'Do you consider yourself to be a fan of the Star Trek franchise?',\n", " 'Gender', 'Age', 'Household Income', 'Education',\n", " 'Location (Census Region)'],\n", " dtype='object')" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(1186, 38)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# explore the data frame\n", "display(star_wars.head(2))\n", "display(star_wars.columns)\n", "display(star_wars.shape)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# rename columns\n", "new_columns = {\"Have you seen any of the 6 films in the Star Wars franchise?\":\"Seen any of the first 6 Star Wars movies?\",\n", " \"Do you consider yourself to be a fan of the Star Wars film franchise?\":\"Fan of the Star Wars franchise?\",\n", " \"Which of the following Star Wars films have you seen? Please select all that apply.\" : \"seen_ep_1\",\n", " \"Unnamed: 4\" : \"seen_ep_2\",\n", " \"Unnamed: 5\" : \"seen_ep_3\",\n", " \"Unnamed: 6\" : \"seen_ep_4\",\n", " \"Unnamed: 7\" : \"seen_ep_5\",\n", " \"Unnamed: 8\" : \"seen_ep_6\",\n", " \"Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film.\":\"rank_ep_1\",\n", " \"Unnamed: 10\":\"rank_ep_2\",\n", " \"Unnamed: 11\":\"rank_ep_3\",\n", " \"Unnamed: 12\":\"rank_ep_4\",\n", " \"Unnamed: 13\":\"rank_ep_5\",\n", " \"Unnamed: 14\":\"rank_ep_6\"}\n", "\n", "star_wars = star_wars.rename(columns = new_columns)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Yes 936\n", "No 250\n", "Name: Seen any of the first 6 Star Wars movies?, dtype: int64\n", "Yes 552\n", "NaN 350\n", "No 284\n", "Name: Fan of the Star Wars franchise?, dtype: int64\n", "Star Wars: Episode I The Phantom Menace 673\n", "NaN 513\n", "Name: seen_ep_1, dtype: int64\n" ] } ], "source": [ "# value counts for columns 1:3\n", "print(star_wars[\"Seen any of the first 6 Star Wars movies?\"].value_counts(dropna=False))\n", "print(star_wars[\"Fan of the Star Wars franchise?\"].value_counts(dropna=False))\n", "print(star_wars[\"seen_ep_1\"].value_counts(dropna=False))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True 936\n", "False 250\n", "Name: Seen any of the first 6 Star Wars movies?, dtype: int64\n", "True 552\n", "NaN 350\n", "False 284\n", "Name: Fan of the Star Wars franchise?, dtype: int64\n" ] }, { "data": { "text/plain": [ "True 673\n", "False 513\n", "Name: seen_ep_1, dtype: int64" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# switch values to boolean for columns 1:2\n", "yes_no_bool = {\"Yes\":True, \"No\":False}\n", "star_wars[\"Seen any of the first 6 Star Wars movies?\"] = star_wars[\"Seen any of the first 6 Star Wars movies?\"].map(yes_no_bool)\n", "star_wars[\"Fan of the Star Wars franchise?\"] = star_wars[\"Fan of the Star Wars franchise?\"].map(yes_no_bool)\n", "\n", "\n", "# switch values to boolean for columns 3:9\n", "watch_bool = {\"Star Wars: Episode I The Phantom Menace\" : True,\n", " \"Star Wars: Episode II Attack of the Clones\" : True,\n", " \"Star Wars: Episode III Revenge of the Sith\" : True,\n", " \"Star Wars: Episode IV A New Hope\" : True,\n", " \"Star Wars: Episode V The Empire Strikes Back\" : True,\n", " \"Star Wars: Episode VI Return of the Jedi\" : True,\n", " np.NaN : False}\n", "\n", "for col in star_wars.columns[3:9]:\n", " star_wars[col] = star_wars[col].map(watch_bool)\n", "\n", "# value counts for columns 1:3\n", "print(star_wars[\"Seen any of the first 6 Star Wars movies?\"].value_counts(dropna=False))\n", "print(star_wars[\"Fan of the Star Wars franchise?\"].value_counts(dropna=False))\n", "display(star_wars.iloc[:,3].value_counts(dropna=False))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('float64')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# convert rankings to float\n", "star_wars[star_wars.columns[9:15]] = star_wars[star_wars.columns[9:15]].astype(float)\n", "\n", "# star_wars.columns[9].dtype # why does this work sometimes?\n", "star_wars.iloc[:,9].dtype" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Closer Look\n", "Now that the columns are renamed and the values have been changed to True/False we can start analyzing the data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Seen any of the first 6 Star Wars movies? 0.789207\n", "Fan of the Star Wars franchise? 0.660287\n", "seen_ep_1 0.567454\n", "seen_ep_2 0.481450\n", "seen_ep_3 0.463744\n", "seen_ep_4 0.511804\n", "seen_ep_5 0.639123\n", "seen_ep_6 0.622260\n", "rank_ep_1 3.732934\n", "rank_ep_2 4.087321\n", "rank_ep_3 4.341317\n", "rank_ep_4 3.272727\n", "rank_ep_5 2.513158\n", "rank_ep_6 3.047847\n", "dtype: float64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Seen any of the first 6 Star Wars movies? 936\n", "Fan of the Star Wars franchise? 552\n", "seen_ep_1 673\n", "seen_ep_2 571\n", "seen_ep_3 550\n", "seen_ep_4 607\n", "seen_ep_5 758\n", "seen_ep_6 738\n", "dtype: object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get average value for seen any, fan, which episode, rankings by episode\n", "means = star_wars.iloc[:,1:15].mean()\n", "display(means)\n", "\n", "# totals\n", "sums = star_wars.iloc[:,1:9].sum()\n", "display(sums)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True 936\n", "False 250\n", "Name: Seen any of the first 6 Star Wars movies?, dtype: int64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "True 552\n", "NaN 350\n", "False 284\n", "Name: Fan of the Star Wars franchise?, dtype: int64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "0.6602870813397129" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# math check :)\n", "display(star_wars[\"Seen any of the first 6 Star Wars movies?\"].value_counts(dropna=False))\n", "\n", "display(star_wars[\"Fan of the Star Wars franchise?\"].value_counts(dropna=False))\n", "display(552/(552+284))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# % seen and rank (1 is good for rank!)\n", "seen = list(means.iloc[2:8])\n", "rank = list(means.iloc[8:14])\n", "ep_index = [\"Ep 1\",\"Ep 2\",\"Ep 3\",\"Ep 4\",\"Ep 5\",\"Ep 6\"]\n", "bar_df = pd.DataFrame({\"Seen\":seen, \"Rank\":rank}, index=ep_index)\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax2 = ax.twinx() \n", "width = 0.4\n", "bar_df.Seen.plot(kind=\"bar\", color=\"#008888\", ax=ax, width=width, position=1)\n", "bar_df.Rank.plot(kind=\"bar\", color=\"#622BA1\", ax=ax2, width=width, position=0)\n", "ax.set_ylabel(\"Group % Seen\", color=\"008888\", size=15)\n", "ax2.set_ylabel(\"Group Rank\", color=\"#622BA1\", size=15)\n", "plt.title(\"Group % Seen & Rank\", size=15)\n", "# plt.savefig(\"group_seen_rank.jpg\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# total seen and rank (1 is good for rank!)\n", "new_ep_index = [\"Seen?\",\"Fan?\",\"Ep 1\",\"Ep 2\",\"Ep 3\",\"Ep 4\",\"Ep 5\",\"Ep 6\"]\n", "osums = list(sums)\n", "orank = list(means.iloc[8:14])\n", "obar_dict = {\"Index\":new_ep_index, \"Sums\":osums, \"Rank\":orank}\n", "obar_df = pd.DataFrame({ key:pd.Series(value) for key, value in obar_dict.items() }) # makes df from unequal length k:v pairs\n", "obar_df = obar_df.set_index(\"Index\") # kluldgy way to get the index correct\n", "obar_df[\"Rank\"] = obar_df[\"Rank\"].shift(periods=2)\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax2 = ax.twinx() \n", "width = 0.4\n", "obar_df.Sums.plot(kind=\"bar\", color=\"#00AAAA\", ax=ax, width=width, position=1)\n", "obar_df.Rank.plot(kind=\"bar\", color=\"#622BA1\", ax=ax2, width=width, position=0)\n", "ax.set_ylabel(\"Group Sums\", color=\"#00AAAA\", size=15)\n", "ax2.set_ylabel(\"Group Rank\", color=\"#622BA1\", size=15)\n", "plt.title(\"Group Sums & Rank\", size=15)\n", "# plt.savefig(\"group_sums_rank.jpg\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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\n", "
" ], "text/plain": [ " RespondentID Seen any of the first 6 Star Wars movies? \\\n", "10 3292637870 True \n", "80 3291669388 True \n", "96 3291570206 True \n", "105 3291469991 True \n", "127 3291420030 True \n", "\n", " Fan of the Star Wars franchise? seen_ep_1 seen_ep_2 seen_ep_3 \\\n", "10 NaN False False False \n", "80 NaN False False False \n", "96 NaN False False False \n", "105 NaN False False False \n", "127 NaN False False False \n", "\n", " seen_ep_4 seen_ep_5 seen_ep_6 rank_ep_1 ... Unnamed: 28 \\\n", "10 False False False NaN ... NaN \n", "80 False False False NaN ... NaN \n", "96 False False False NaN ... NaN \n", "105 False False False NaN ... NaN \n", "127 False False False NaN ... NaN \n", "\n", " Which character shot first? \\\n", "10 NaN \n", "80 NaN \n", "96 NaN \n", "105 NaN \n", "127 NaN \n", "\n", " Are you familiar with the Expanded Universe? \\\n", "10 NaN \n", "80 NaN \n", "96 NaN \n", "105 NaN \n", "127 NaN \n", "\n", " Do you consider yourself to be a fan of the Expanded Universe? \\\n", "10 NaN \n", "80 NaN \n", "96 NaN \n", "105 NaN \n", "127 NaN \n", "\n", " Do you consider yourself to be a fan of the Star Trek franchise? Gender \\\n", "10 NaN NaN \n", "80 NaN NaN \n", "96 NaN NaN \n", "105 NaN NaN \n", "127 NaN NaN \n", "\n", " Age Household Income Education Location (Census Region) \n", "10 NaN NaN NaN NaN \n", "80 NaN NaN NaN NaN \n", "96 NaN NaN NaN NaN \n", "105 NaN NaN NaN NaN \n", "127 NaN NaN NaN NaN \n", "\n", "[5 rows x 38 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(100, 38)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# fan_nan\n", "fan_nan = star_wars[(star_wars.iloc[:,1] == True) & (star_wars.iloc[:,2].isna())]\n", "display(fan_nan.head())\n", "display(fan_nan.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Impressions\n", "* The original dataset contains 1186 rows of unique respondents. 78% of them have seen a Star Wars movie and 66% consider themselves fans of the franchise. That's pretty good!\n", "\n", "* The bar chart shows a pretty even distribution of which movies the respondents have seen. The most seen are Episodes V, VI, and I respectively.\n", "\n", "* The favorite is Episode V, with VI and IV coming in close second and third ranks. Episodes II and III are not popular...\n", "\n", "* There are 100 respondents who have seen some of the movies but their answer to if they were a fan is set to `NaN`. This sets all the other values in the row to `NaN` as well. There's no indication as to why they are blank." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Same Stuff but Females" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Seen any of the first 6 Star Wars movies? 0.723133\n", "Fan of the Star Wars franchise? 0.599496\n", "seen_ep_1 0.542805\n", "seen_ep_2 0.431694\n", "seen_ep_3 0.404372\n", "seen_ep_4 0.464481\n", "seen_ep_5 0.642987\n", "seen_ep_6 0.615665\n", "rank_ep_1 3.429293\n", "rank_ep_2 3.954660\n", "rank_ep_3 4.418136\n", "rank_ep_4 3.544081\n", "rank_ep_5 2.569270\n", "rank_ep_6 3.078086\n", "dtype: float64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Seen any of the first 6 Star Wars movies? 397\n", "Fan of the Star Wars franchise? 238\n", "seen_ep_1 298\n", "seen_ep_2 237\n", "seen_ep_3 222\n", "seen_ep_4 255\n", "seen_ep_5 353\n", "seen_ep_6 338\n", "dtype: object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# female group\n", "star_wars_f = star_wars[star_wars[\"Gender\"] == \"Female\"]\n", "\n", "# means\n", "f_means = star_wars_f.iloc[:,1:15].mean()\n", "display(f_means)\n", "\n", "# sums\n", "f_sums = star_wars_f.iloc[:,1:9].sum()\n", "display(f_sums)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# FEMALE % seen and rank (1 is good for rank!)\n", "f_seen = list(f_means.iloc[2:8])\n", "f_rank = list(f_means.iloc[8:14])\n", "\n", "f_bar_df = pd.DataFrame({\"F_Seen\":f_seen, \"F_Rank\":f_rank}, index=ep_index)\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax2 = ax.twinx() \n", "width = 0.4\n", "f_bar_df.F_Seen.plot(kind=\"bar\", color=\"#F08351\", ax=ax, width=width, position=1)\n", "f_bar_df.F_Rank.plot(kind=\"bar\", color=\"#58348B\", ax=ax2, width=width, position=0)\n", "ax.set_ylabel(\"Female % Seen\", color=\"#F08351\", size=15)\n", "ax2.set_ylabel(\"Female Rank\", color=\"#58348B\", size=15)\n", "plt.title(\"Female % Seen & Rank\", size=15)\n", "# plt.savefig(\"female_seen_rank.jpg\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#BDB76B\n" ] } ], "source": [ "print(matplotlib.colors.cnames[\"darkkhaki\"])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# FEMALE total seen and rank (1 is good for rank!)\n", "# new_ep_index = [\"Seen any?\",\"Fan of any?\",\"Ep 1\",\"Ep 2\",\"Ep 3\",\"Ep 4\",\"Ep 5\",\"Ep 6\"]\n", "f_osums = list(f_sums)\n", "f_orank = list(f_means.iloc[8:14])\n", "f_obar_dict = {\"Index\":new_ep_index, \"F_Sums\":f_osums, \"F_Rank\":f_orank}\n", "f_obar_df = pd.DataFrame({ key:pd.Series(value) for key, value in f_obar_dict.items() }) # makes df from unequal length k:v pairs\n", "f_obar_df = f_obar_df.set_index(\"Index\") # kluldgy way to get the index correct\n", "f_obar_df[\"F_Rank\"] = f_obar_df[\"F_Rank\"].shift(periods=2) # kludgy way to deal with NaN\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax2 = ax.twinx() \n", "width = 0.4\n", "f_obar_df.F_Sums.plot(kind=\"bar\", color=\"darkkhaki\", ax=ax, width=width, position=1)\n", "f_obar_df.F_Rank.plot(kind=\"bar\", color=\"#58348B\", ax=ax2, width=width, position=0)\n", "ax.set_ylabel(\"Female Sums\", color=\"darkkhaki\", size=15)\n", "ax2.set_ylabel(\"Female Rank\", color=\"#58348B\", size=15)\n", "plt.title(\"Female Sums & Rank\", size=15)\n", "# plt.savefig(\"female_sums_rank.jpg\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Same Stuff but Males" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Seen any of the first 6 Star Wars movies? 0.851107\n", "Fan of the Star Wars franchise? 0.716312\n", "seen_ep_1 0.726358\n", "seen_ep_2 0.649899\n", "seen_ep_3 0.637827\n", "seen_ep_4 0.688129\n", "seen_ep_5 0.788732\n", "seen_ep_6 0.778672\n", "rank_ep_1 4.037825\n", "rank_ep_2 4.224586\n", "rank_ep_3 4.274882\n", "rank_ep_4 2.997636\n", "rank_ep_5 2.458629\n", "rank_ep_6 3.002364\n", "dtype: float64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Seen any of the first 6 Star Wars movies? 423\n", "Fan of the Star Wars franchise? 303\n", "seen_ep_1 361\n", "seen_ep_2 323\n", "seen_ep_3 317\n", "seen_ep_4 342\n", "seen_ep_5 392\n", "seen_ep_6 387\n", "dtype: object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# male group\n", "star_wars_m = star_wars[star_wars[\"Gender\"] == \"Male\"]\n", "\n", "# means\n", "m_means = star_wars_m.iloc[:,1:15].mean()\n", "display(m_means)\n", "\n", "# sums\n", "m_sums = star_wars_m.iloc[:,1:9].sum()\n", "display(m_sums)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# MALE % seen and rank (1 is good for rank!)\n", "m_seen = list(m_means.iloc[2:8])\n", "m_rank = list(m_means.iloc[8:14])\n", "\n", "m_bar_df = pd.DataFrame({\"M_Seen\":m_seen, \"M_Rank\":m_rank}, index=ep_index)\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax2 = ax.twinx() \n", "width = 0.4\n", "m_bar_df.M_Seen.plot(kind=\"bar\", color=\"mediumseagreen\", ax=ax, width=width, position=1)\n", "m_bar_df.M_Rank.plot(kind=\"bar\", color=\"slateblue\", ax=ax2, width=width, position=0)\n", "ax.set_ylabel(\"Male % Seen\", color=\"mediumseagreen\", size=15)\n", "ax2.set_ylabel(\"Male Rank\", color=\"slateblue\", size=15)\n", "plt.title(\"Male % Seen & Rank\", size=15)\n", "# plt.savefig(\"male_seen_rank.jpg\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# MEN total seen and rank (1 is good for rank!)\n", "# new_ep_index = [\"Seen any?\",\"Fan of any?\",\"Ep 1\",\"Ep 2\",\"Ep 3\",\"Ep 4\",\"Ep 5\",\"Ep 6\"]\n", "m_osums = list(m_sums)\n", "m_orank = list(m_means.iloc[8:14])\n", "m_obar_dict = {\"Index\":new_ep_index, \"M_Sums\":m_osums, \"M_Rank\":m_orank}\n", "m_obar_df = pd.DataFrame({ key:pd.Series(value) for key, value in m_obar_dict.items() }) # makes df from unequal length k:v pairs\n", "m_obar_df = m_obar_df.set_index(\"Index\") # kluldgy way to get the index correct\n", "m_obar_df[\"M_Rank\"] = m_obar_df[\"M_Rank\"].shift(periods=2) # kludgy way to deal with NaN\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax2 = ax.twinx() \n", "width = 0.4\n", "m_obar_df.M_Sums.plot(kind=\"bar\", color=\"sandybrown\", ax=ax, width=width, position=1)\n", "m_obar_df.M_Rank.plot(kind=\"bar\", color=\"slateblue\", ax=ax2, width=width, position=0)\n", "ax.set_ylabel(\"Male Sums\", color=\"sandybrown\", size=15)\n", "ax2.set_ylabel(\"Male Rank\", color=\"slateblue\", size=15)\n", "plt.title(\"Male Sums & Rank\", size=15)\n", "# plt.savefig(\"male_sums_rank.jpg\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Looking At All Three" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython import display\n", "display.Image(\"./image.png\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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RespondentIDSeen any of the first 6 Star Wars movies?seen_ep_1seen_ep_2seen_ep_3seen_ep_4seen_ep_5seen_ep_6rank_ep_1rank_ep_2rank_ep_3rank_ep_4rank_ep_5rank_ep_6
Gender
Female3.289817e+090.7231330.5428050.4316940.4043720.4644810.6429870.6156653.4292933.9546604.4181363.5440812.5692703.078086
Male3.290478e+090.8511070.7263580.6498990.6378270.6881290.7887320.7786724.0378254.2245864.2748822.9976362.4586293.002364
\n", "
" ], "text/plain": [ " RespondentID Seen any of the first 6 Star Wars movies? seen_ep_1 \\\n", "Gender \n", "Female 3.289817e+09 0.723133 0.542805 \n", "Male 3.290478e+09 0.851107 0.726358 \n", "\n", " seen_ep_2 seen_ep_3 seen_ep_4 seen_ep_5 seen_ep_6 rank_ep_1 \\\n", "Gender \n", "Female 0.431694 0.404372 0.464481 0.642987 0.615665 3.429293 \n", "Male 0.649899 0.637827 0.688129 0.788732 0.778672 4.037825 \n", "\n", " rank_ep_2 rank_ep_3 rank_ep_4 rank_ep_5 rank_ep_6 \n", "Gender \n", "Female 3.954660 4.418136 3.544081 2.569270 3.078086 \n", "Male 4.224586 4.274882 2.997636 2.458629 3.002364 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gender_means = star_wars.groupby(\"Gender\").mean()\n", "gender_means" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
RespondentIDSeen any of the first 6 Star Wars movies?seen_ep_1seen_ep_2seen_ep_3seen_ep_4seen_ep_5seen_ep_6rank_ep_1rank_ep_2rank_ep_3rank_ep_4rank_ep_5rank_ep_6
Gender
Female18061096765563972982372222553533381358.01570.01754.01407.01020.01222.0
Male16353675280674233613233173423923871708.01787.01804.01268.01040.01270.0
\n", "
" ], "text/plain": [ " RespondentID Seen any of the first 6 Star Wars movies? seen_ep_1 \\\n", "Gender \n", "Female 1806109676556 397 298 \n", "Male 1635367528067 423 361 \n", "\n", " seen_ep_2 seen_ep_3 seen_ep_4 seen_ep_5 seen_ep_6 rank_ep_1 \\\n", "Gender \n", "Female 237 222 255 353 338 1358.0 \n", "Male 323 317 342 392 387 1708.0 \n", "\n", " rank_ep_2 rank_ep_3 rank_ep_4 rank_ep_5 rank_ep_6 \n", "Gender \n", "Female 1570.0 1754.0 1407.0 1020.0 1222.0 \n", "Male 1787.0 1804.0 1268.0 1040.0 1270.0 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gender_sums = star_wars.groupby(\"Gender\").sum()\n", "gender_sums" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# FEMALE % seen and rank\n", "fig = plt.figure()\n", "\n", "ax = fig.add_subplot(121)\n", "ax2 = ax.twinx() \n", "width = 0.4\n", "gender_means.iloc[0,2:8].plot(kind=\"bar\", color=\"sandybrown\", ax=ax, width=width, position=1)\n", "gender_means.iloc[0,8:14].plot(kind=\"bar\", color=\"slateblue\", ax=ax2, width=width, position=0)\n", "ax.set_xticks([0,1,2,3,4,5])\n", "ax.set_xticklabels(ep_index)\n", "plt.title(\"Female % Seen & Rank\", size=15)\n", "\n", "ax = fig.add_subplot(122)\n", "ax2 = ax.twinx() \n", "width = 0.4\n", "gender_means.iloc[1,2:8].plot(kind=\"bar\", color=\"brown\", ax=ax, width=width, position=1)\n", "gender_means.iloc[1,8:14].plot(kind=\"bar\", color=\"slateblue\", ax=ax2, width=width, position=0)\n", "ax.set_xticks([0,1,2,3,4,5])\n", "ax.set_xticklabels(ep_index)\n", "plt.title(\"Male % Seen & Rank\", size=15)\n", "\n", "ax = fig.add_subplot(122)\n", "ax2 = ax.twinx() \n", "width = 0.4\n", "gender_means.iloc[1,2:8].plot(kind=\"bar\", color=\"brown\", ax=ax, width=width, position=1)\n", "gender_means.iloc[1,8:14].plot(kind=\"bar\", color=\"slateblue\", ax=ax2, width=width, position=0)\n", "ax.set_xticks([0,1,2,3,4,5])\n", "ax.set_xticklabels(ep_index)\n", "plt.title(\"Male % Seen & Rank\", size=15)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# trekkies = star_wars[star_wars.iloc[:,32] == \"Yes\"]\n", "trekkies = star_wars.groupby(star_wars.iloc[:,32]).mean()\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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RespondentIDSeen any of the first 6 Star Wars movies?seen_ep_1seen_ep_2seen_ep_3seen_ep_4seen_ep_5seen_ep_6rank_ep_1rank_ep_2rank_ep_3rank_ep_4rank_ep_5rank_ep_6
Do you consider yourself to be a fan of the Star Trek franchise?
No3.290120e+090.6443060.4695790.3556940.3447740.4024960.5507020.5210613.4878643.9152544.2784503.4334142.6343833.244552
Yes3.290126e+090.9718970.8524590.7868850.7540980.8009370.9297420.9274003.9686754.2554224.4033823.1108432.4072292.850602
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" ], "text/plain": [ " RespondentID \\\n", "Do you consider yourself to be a fan of the Sta... \n", "No 3.290120e+09 \n", "Yes 3.290126e+09 \n", "\n", " Seen any of the first 6 Star Wars movies? \\\n", "Do you consider yourself to be a fan of the Sta... \n", "No 0.644306 \n", "Yes 0.971897 \n", "\n", " seen_ep_1 seen_ep_2 \\\n", "Do you consider yourself to be a fan of the Sta... \n", "No 0.469579 0.355694 \n", "Yes 0.852459 0.786885 \n", "\n", " seen_ep_3 seen_ep_4 \\\n", "Do you consider yourself to be a fan of the Sta... \n", "No 0.344774 0.402496 \n", "Yes 0.754098 0.800937 \n", "\n", " seen_ep_5 seen_ep_6 \\\n", "Do you consider yourself to be a fan of the Sta... \n", "No 0.550702 0.521061 \n", "Yes 0.929742 0.927400 \n", "\n", " rank_ep_1 rank_ep_2 \\\n", "Do you consider yourself to be a fan of the Sta... \n", "No 3.487864 3.915254 \n", "Yes 3.968675 4.255422 \n", "\n", " rank_ep_3 rank_ep_4 \\\n", "Do you consider yourself to be a fan of the Sta... \n", "No 4.278450 3.433414 \n", "Yes 4.403382 3.110843 \n", "\n", " rank_ep_5 rank_ep_6 \n", "Do you consider yourself to be a fan of the Sta... \n", "No 2.634383 3.244552 \n", "Yes 2.407229 2.850602 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trekkies" ] }, { "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 1 }