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Exploratory data analysis for the Kaggle Shelter Animal Outcome Project https://www.kaggle.com/c/shelter-animal-outcomes. Amongst other things I tried using the classifications of dogs according to The Kennel Club to predict outcomes.
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
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"source": [ | |
"import pandas\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline\n", | |
"from sklearn.preprocessing import Imputer,StandardScaler,MinMaxScaler\n", | |
"from sklearn.ensemble import RandomForestClassifier,ExtraTreesClassifier,GradientBoostingClassifier\n", | |
"from sklearn.metrics import log_loss\n", | |
"from sklearn.grid_search import GridSearchCV\n", | |
"from sklearn.cross_validation import StratifiedKFold, cross_val_score\n", | |
"from urllib.request import Request, urlopen\n", | |
"from bs4 import BeautifulSoup\n", | |
"import re\n", | |
"import difflib\n", | |
"import itertools\n", | |
"import matplotlib.cm as cm\n", | |
"import copy\n", | |
"from xgboost.sklearn import XGBClassifier\n", | |
"from sklearn.svm import SVC\n", | |
"from scipy.stats import kde,chi2_contingency\n", | |
"import warnings\n", | |
"warnings.filterwarnings('ignore')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Patterns in Time:\n", | |
"\n", | |
"Cats have an annual pattern in terms of their total volume, most likely due to \"kitten season\". Dogs do not have such an annual pattern.\n", | |
"There is a weekly pattern to the outcomes for both cats and dogs.\n", | |
"\n", | |
"Both cats and dogs are adopted primarily in the evening. On the weekends, the daytime adoption rates increase but the evening remain the busiest times for adoption. The single most important hour for adoptions is 5pm on Sundays.\n", | |
"\n", | |
"Cat euthanasia occurs at all times, but there is a distinct pattern of euthanasias occurring in large numbers at 12pm to 1pm on Mondays, at 3pm on Mondays and Tuesdays, at 11am on Tuesdays, and and at 1pm on Saturdays.\n", | |
"\n", | |
"Dogs are euthanised primarily on Thursdays at 3pm, with additional euthanasias taking place at 1pm to 2pm on Mondays, 5pm on Wednesdays, and 4pm on Sundays. Dog events occurring at 8am on Mondays and 9pm on Sundays are very likely to be euthanasias.\n", | |
"\n", | |
"Transfers show a large number of events at 0 hours both for cats and dogs. This is most likely a result of transfer times not being entered. The majority of actual cat transfers appear to occur at 9am each morning. Dog patterns occur throughout the week at various times, with an obvious elevation at 4pm on a Friday.\n", | |
"\n", | |
"Returns appear to happen between 11am and 6pm for both cats and dogs. As with transfers, there is an apparent artifact at 0 hours where time data was probably not entered.\n", | |
"\n", | |
"## Animal Ages:\n", | |
"There is an overrepresentation of animals of age 0 being returned to their owners or transferred. This is most likely due to their leaving the shelter before an age could be entered into the system. For both cats and dogs, animals in the puppy/kitten age group seem to be both the most frequent within the shelter, and the most popular for adoption.\n", | |
"\n", | |
"## Names:\n", | |
"A cat's name is probably useful to predict the chance of it being adopted, but the effect is not very strong. For dogs, the name appears to be much more important. For example, dogs named Daisy, Lucy, or Buddy seem to have better adoption rates than those named Max, Bella, or Rocky.\n", | |
"\n", | |
"## Breeds:\n", | |
"\n", | |
"The more common breeds of cats outnumber the rarer ones by more than 1000-fold. Cat breeds do have an effect on outcome, with Domestic Shorthairs (the most common type of breed) being significantly less likely to be adopted or returned to an owner than other breed types.\n", | |
"\n", | |
"Almost all of the dogs were mixed breeds. When considering dogs in terms of type ( as defined by The Kennel Club of The United Kingom):\n", | |
"\n", | |
"+ Working dogs and dogs of completely unknown types are more likely to be euthanised.\n", | |
"+ Terriers,Gundogs, Pastoral, and Toy Dogs are more likely to be adopted. \n", | |
"+ Sporting, Hound, and Working dogs are more likely to be returned to their owners (Maybe these dogs are more likely to get lost in the first place if they are being used for hunting etc?). \n", | |
"+ Utility and Toy dogs have the highest transfer rates.\n", | |
"\n", | |
"Scary dogs (ie those breeds I personally consider to be more dangerous) are three times as likely to be euthanised as non-scary dogs, and are also less likely to be adopted. They are however more likely to be returned to their owners. As one would expect, scariness has no effect on a dog's chances of dying from natural causes.\n", | |
"\n", | |
"## Colors:\n", | |
"Cats with a rare color are more likely to be euthanised, but there is no obvious reason for this." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**This project will require a lot of grouping and calculating fractions with groups, so I'm going to write a function to make that easy**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"def groupCountFractionals(dataframe,target,outer):\n", | |
" '''\n", | |
" Returns the fraction of target_criteria_group / outer_criteria_group counts.\n", | |
" \n", | |
" Be mindful to take group sizes (Outer Count) into consideration. \n", | |
" As outer count gets smaller, the fraction value\n", | |
" will obviously become increasingly large.\n", | |
" __________________\n", | |
" Parameters:\n", | |
" dataframe: a pandas dataframe\n", | |
" target: a string corresponding to the column of interest in the dataframe\n", | |
" outer: a list of the columns by which the counts should be conditioned\n", | |
" \n", | |
" '''\n", | |
" dataframe[\"Count\"] = 1\n", | |
" outcome_variable = outer[0]\n", | |
" inner_group_criteria = outer + [target]\n", | |
" outer_counts = dataframe.groupby(outer).count()[[\"Count\"]]\n", | |
" outer_counts.columns = [\"OuterCount\"]\n", | |
" outer_counts = outer_counts.reset_index()\n", | |
" inner_counts = dataframe.groupby(inner_group_criteria).count()[[\"Count\"]]\n", | |
" inner_counts.columns = [\"InnerCount\"]\n", | |
" inner_counts = inner_counts.reset_index()\n", | |
" in_and_out =pandas.merge(inner_counts,outer_counts,on=outer,how=\"right\")\n", | |
" in_and_out[\"Fraction\"] = in_and_out[\"InnerCount\"] / in_and_out[\"OuterCount\"]\n", | |
" \n", | |
" '''The following code is for tracking groups that have counts of zero'''\n", | |
" group_values = [list(dataframe[o].unique()) for o in outer]\n", | |
" inner_values = list(dataframe[target].unique())\n", | |
" group_values.append(inner_values)\n", | |
" group_permutations = list(itertools.product(*group_values))\n", | |
" null_df = pandas.DataFrame(group_permutations)\n", | |
" null_columns = outer.copy()\n", | |
" null_columns.append(target)\n", | |
" null_df.columns = null_columns\n", | |
" \n", | |
" null_df = pandas.merge(null_df,outer_counts, on = outer,how=\"outer\")\n", | |
" null_df[\"InnerCount\"] = 0\n", | |
" null_df[\"Fraction\"] = 0\n", | |
" \n", | |
" absent_rows = pandas.merge(null_df,in_and_out,how=\"outer\",on=null_columns,indicator=\"left_only\")\n", | |
" zero_rows = null_df[absent_rows[\"left_only\"] == \"left_only\"]\n", | |
" return pandas.concat([in_and_out,zero_rows]).fillna(0) \n", | |
"\n", | |
"\n", | |
"\n", | |
"'''Testing the above function'''\n", | |
"\n", | |
"testing_df = pandas.DataFrame({\n", | |
" \n", | |
" \"CriteriaA\" : [\"A\",\"A\", \"B\",\"B\", \"C\",\"C\"],\n", | |
" \n", | |
" \"CriteriaB\" : [\"X\",\"Y\", \"X\",\"Y\", \"X\",\"Y\"], #Each group in CriteriaA is split 50:50 \n", | |
" #between CriteriaB's X and Y\n", | |
" \n", | |
" \"CriteriaC\" : [\"T\",\"T\", \"U\",\"U\", \"V\",\"V\"] #CriteriaC splits the groups the same as CriteriaA\n", | |
" \n", | |
" \n", | |
" })\n", | |
"testing_dfA_C = pandas.DataFrame({\n", | |
" \"CriteriaA\": [\"A\",\"A\",\"A\",\"B\",\"B\",\"B\",\"C\",\"C\",\"C\"],\n", | |
" \n", | |
" \"CriteriaC\": [\"T\",\"U\",\"V\",\"T\",\"U\",\"V\",\"T\",\"U\",\"V\"],\n", | |
" \n", | |
" \"InnerCount\":[ 2, 0, 0, 0, 2, 0, 0, 0, 2],\n", | |
" \n", | |
" \"OuterCount\":[ 2, 2, 2, 2, 2, 2, 2, 2, 2],\n", | |
" \n", | |
" \"Fraction\": [ 1, 0, 0, 0, 1, 0, 0, 0, 1]\n", | |
" })\n", | |
"testing_dfA_B = pandas.DataFrame({\n", | |
" \"CriteriaA\": [\"A\",\"A\",\"B\",\"B\",\"C\",\"C\"],\n", | |
" \n", | |
" \"CriteriaC\": [\"X\",\"Y\",\"X\",\"Y\",\"X\",\"Y\"],\n", | |
" \n", | |
" \"Fraction\": [0.5,0.5,0.5,0.5,0.5,0.5],\n", | |
" \n", | |
" \"InnerCount\":[ 1, 1, 1, 1, 1, 1],\n", | |
" \n", | |
" \"OuterCount\":[ 2, 2, 2, 2, 2, 2],\n", | |
" })\n", | |
"\n", | |
"testing_dfAB_C = pandas.DataFrame({\n", | |
" \"CriteriaA\": [\"A\",\"A\",\"A\",\"B\",\"B\",\"B\",\"C\",\"C\",\"C\",\"A\",\"A\",\"A\",\"B\",\"B\",\"B\",\"C\",\"C\",\"C\"],\n", | |
" \"CriteriaB\": [\"X\",\"X\",\"X\",\"X\",\"X\",\"X\",\"X\",\"X\",\"X\",\"Y\",\"Y\",\"Y\",\"Y\",\"Y\",\"Y\",\"Y\",\"Y\",\"Y\"],\n", | |
" \"CriteriaC\": [\"T\",\"U\",\"V\",\"T\",\"U\",\"V\",\"T\",\"U\",\"V\",\"T\",\"U\",\"V\",\"T\",\"U\",\"V\",\"T\",\"U\",\"V\"],\n", | |
" \n", | |
" \"InnerCount\":[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1],\n", | |
" \n", | |
" \"OuterCount\":[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1],\n", | |
" \n", | |
" \"Fraction\": [ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", | |
" \n", | |
" })\n", | |
"assert(np.array_equal(\\\n", | |
" groupCountFractionals(testing_df,\"CriteriaC\",[\"CriteriaA\"]).\\\n", | |
" sort_values([\"CriteriaA\",\"CriteriaC\"]).values,testing_dfA_C.values))\n", | |
"assert(np.array_equal(\\\n", | |
" groupCountFractionals(testing_df,\"CriteriaB\",[\"CriteriaA\"]).\\\n", | |
" sort_values([\"CriteriaA\",\"CriteriaB\"]).values,testing_dfA_B.values))\n", | |
"assert(len(groupCountFractionals(testing_df,\"CriteriaC\",[\"CriteriaA\",\"CriteriaB\"]).index) ==len(testing_dfAB_C.index))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def parseAge(row):\n", | |
" age = row[\"AgeuponOutcome\"]\n", | |
" if age == 0:\n", | |
" return 0\n", | |
" if type(age) is float:\n", | |
" return np.nan\n", | |
" elif \"day\" in age:\n", | |
" return 1\n", | |
" elif \"months\" in age:\n", | |
" return 30 * int(age[:1])\n", | |
" elif \"month\" in age:\n", | |
" return 30\n", | |
" elif \"weeks\" in age:\n", | |
" return 7 * int(age[:1])\n", | |
" elif \"week\" in age:\n", | |
" return 7\n", | |
" elif \"years\" in age:\n", | |
" return 365 * int(age[:1])\n", | |
" elif \"year\" in age:\n", | |
" return 365\n", | |
"\n", | |
"def spayNeuterParser(animal):\n", | |
" sex = animal.SexuponOutcome\n", | |
" if \"Unknown\" in sex:\n", | |
" return \"UnknownFixed\"\n", | |
" elif \"Spayed\" in sex:\n", | |
" return \"Fixed\"\n", | |
" elif \"Neutered\" in sex:\n", | |
" return \"Fixed\"\n", | |
" else:\n", | |
" return \"Intact\"\n", | |
" \n", | |
" \n", | |
"def isPedigree(animal):\n", | |
" if \"/\" in animal.Breed:\n", | |
" return 0\n", | |
" elif \"Mix\" in animal.Breed:\n", | |
" return 0\n", | |
" else:\n", | |
" return 1" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"training = pandas.read_csv(\"train.csv\",encoding='utf-8')\n", | |
"\n", | |
"\n", | |
"\n", | |
"training[\"Name\"] = training[\"Name\"].fillna(0)\n", | |
"training.loc[training.Name == \"X\",\"Name\"] = 0\n", | |
"training.SexuponOutcome = training.SexuponOutcome.fillna(\"Unknown\")\n", | |
"training[\"Age\"] = training.apply(parseAge,axis=1)\n", | |
"training[\"Named\"] = [1 if x!= 0 else 0 for x in training.Name ]\n", | |
"training[\"Gender\"] = [1 if \"Female\" in x else 0 for x in training.SexuponOutcome]\n", | |
"intact = pandas.get_dummies(training.apply(spayNeuterParser,axis=1))\n", | |
"training = training.join(intact)\n", | |
"training.DateTime = pandas.to_datetime(training.DateTime)\n", | |
"training[\"WeekDay\"] = training.DateTime.dt.dayofweek\n", | |
"training[\"MonthDayFraction\"] = training.DateTime.dt.day / training.DateTime.dt.days_in_month\n", | |
"training[\"Month\"] = training.DateTime.dt.month\n", | |
"training[\"WeekOfYear\"] = training.DateTime.dt.weekofyear\n", | |
"training[\"Age\"] = training.Age.fillna(training.Age.mean())\n", | |
"training[\"Pedigree\"] = training.apply(isPedigree,axis=1)\n", | |
"training[\"Hour\"] = training.DateTime.dt.hour\n", | |
"training[\"Year\"] = training.DateTime.dt.year\n", | |
"training[\"CumulativeTime\"] = training.DateTime.apply(lambda x: pandas.Timedelta(x - pandas.Timestamp('2013-10-01 09:31:00'),'m') )\n", | |
"training.CumulativeTime = training.CumulativeTime/ np.timedelta64(1, 'h')\n", | |
"training = training.sort_values([\"CumulativeTime\"])\n", | |
"\n", | |
"hour_dummies = pandas.get_dummies(training.Hour)\n", | |
"hour_dummies.columns = [\"Hour\" + str(c) for c in hour_dummies.columns]\n", | |
"day_dummies = pandas.get_dummies(training.WeekDay)\n", | |
"day_dummies.columns = [\"Day\" + str(d) for d in day_dummies.columns]\n", | |
"training = training.join(day_dummies)\n", | |
"training = training.join(hour_dummies)\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Shelter activity over time" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**The first thing I want to check is if there are any changes in the rates over time. For example, if the shelter got a bunch of extra funding halfway through the dataset, the transfer rate might decrease.**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": false | |
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"text/plain": [ | |
"<matplotlib.text.Text at 0x7f1920a13278>" | |
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"output_type": "execute_result" | |
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fZdasWbz22mvXXd9R35+izq2IiIiIiFQ8tzk6ACne1KlTmTx5MrNnz6Z9+/ZUrVqVdevW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\nbRgGUVFRVK9evVDZuHHjqFq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XF/feey916tThzjvvLNReRkaGffT/5557jvvvv5+DBw+S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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f192143c898>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"adoptions = training[training.OutcomeType==\"Adoption\"]\n", | |
"adoptions[\"CumulativeAdoptions\"] = list(range(len(adoptions.index)))\n", | |
"euthanasias = training[training.OutcomeType==\"Euthanasia\"]\n", | |
"euthanasias[\"CumulativeEuthanasias\"] = list(range(len(euthanasias.index)))\n", | |
"transfers = training[training.OutcomeType==\"Transfer\"]\n", | |
"transfers[\"CumulativeTransfers\"] = list(range(len(transfers.index)))\n", | |
"returns = training[training.OutcomeType==\"Return_to_Owner\"]\n", | |
"returns[\"CumulativeReturns\"] = list(range(len(returns)))\n", | |
"deaths = training[training.OutcomeType == \"Died\"]\n", | |
"deaths[\"CumulativeDeaths\"] = list(range(len(deaths)))\n", | |
"\n", | |
"plt.figure(figsize=(17,7))\n", | |
"plt.plot(adoptions.CumulativeTime,adoptions.CumulativeAdoptions,label=\"Cumulative Adoption Count\")\n", | |
"plt.plot(euthanasias.CumulativeTime,euthanasias.CumulativeEuthanasias,label=\"Cumulative Euthanasia Count\")\n", | |
"plt.plot(transfers.CumulativeTime,transfers.CumulativeTransfers,label=\"Cumulative Transfer Count\")\n", | |
"plt.plot(returns.CumulativeTime,returns.CumulativeReturns,label=\"Cumulative Return Count\")\n", | |
"plt.plot(deaths.CumulativeTime,deaths.CumulativeDeaths,label = \"Cumulative Death Count\")\n", | |
"plt.legend(loc=2)\n", | |
"plt.xlabel(\"Cumulative time (Hours)\")\n", | |
"plt.ylabel(\"Cumulative number of events\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**There are some subtle changes in the adoption and euthanasia rates over time, but nothing drastic. **\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"dogs = training[training.AnimalType==\"Dog\"]\n", | |
"cats = training[training.AnimalType ==\"Cat\"]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Times and Days\n", | |
"\n", | |
"**I would expect the day of the week and the time of day to influence outcomes.**\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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NLScppuUkg4+Wk4iIiIiIiIhI8jSJ0WKprDsqpEyMXMrEKKZMjHzKxCimTIx8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\n7wbWAm4G3gKsCcwDdkwpLY2I9YG5reURu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tgToxt7YnS3OvXEWNVqC3tiDCa+PTG6sydG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\n78BfZOaPImI34AeTrpYclJlvmBR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vBI4F1gD/3jzXnRFxKnBmZn4uIh4F/CvwD8D8zHxb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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f191ffc6198>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"hour_day_breakdown = groupCountFractionals(cats,\"OutcomeType\",[\"Hour\",\"WeekDay\"])\n", | |
"died = hour_day_breakdown[hour_day_breakdown.OutcomeType == \"Died\"].sort_values([\"WeekDay\",\"Hour\"])\n", | |
"euth = hour_day_breakdown[hour_day_breakdown.OutcomeType == \"Euthanasia\"].sort_values([\"WeekDay\",\"Hour\"])\n", | |
"transfer = hour_day_breakdown[hour_day_breakdown.OutcomeType == \"Transfer\"].sort_values([\"WeekDay\",\"Hour\"])\n", | |
"returned = hour_day_breakdown[hour_day_breakdown.OutcomeType == \"Return_to_owner\"].sort_values([\"WeekDay\",\"Hour\"])\n", | |
"adopt = hour_day_breakdown[hour_day_breakdown.OutcomeType == \"Adoption\"].sort_values([\"WeekDay\",\"Hour\"])\n", | |
"\n", | |
"n_hours = len(died.Hour.unique())\n", | |
"\n", | |
"hours = hour_day_breakdown.Hour.unique()\n", | |
"days = [\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\",\"Sunday\"]\n", | |
"\n", | |
"adopt_frac = adopt.Fraction.values.reshape((7,n_hours))\n", | |
"plt.figure(figsize=(15,22))\n", | |
"plt.subplot(421)\n", | |
"cmap = cm.get_cmap('Greens', 20) \n", | |
"plt.imshow(adopt_frac, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Fraction of Cats Adopted\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"\n", | |
"adopt_count = adopt.InnerCount.values.reshape((7,n_hours))\n", | |
"plt.subplot(422)\n", | |
"cmap = cm.get_cmap('Greens', 20) \n", | |
"plt.imshow(adopt_count, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Number of Cat Adoptions\")\n", | |
"plt.tight_layout()\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"\n", | |
"euth_frac = euth.Fraction.values.reshape((7,n_hours))\n", | |
"plt.subplot(423)\n", | |
"cmap = cm.get_cmap('Reds', 20) \n", | |
"plt.imshow(euth_frac, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Fraction of Cats Euthanised\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"euth_count = euth.InnerCount.values.reshape((7,n_hours))\n", | |
"plt.subplot(424)\n", | |
"cmap = cm.get_cmap('Reds', 20) \n", | |
"plt.imshow(euth_count, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Number of Cat Euthanisations\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"\n", | |
"\n", | |
"tran_frac = transfer.Fraction.values.reshape((7,n_hours))\n", | |
"plt.subplot(425)\n", | |
"cmap = cm.get_cmap('Blues', 20) \n", | |
"plt.imshow(tran_frac, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Fraction of Cats Transfered\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"tran_count = transfer.InnerCount.values.reshape((7,n_hours))\n", | |
"plt.subplot(426)\n", | |
"cmap = cm.get_cmap('Blues', 20) \n", | |
"plt.imshow(tran_count, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Number of Cat Transfers\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"\n", | |
"ret_frac = returned.Fraction.values.reshape((7,n_hours))\n", | |
"plt.subplot(427)\n", | |
"cmap = cm.get_cmap('Greens', 20) \n", | |
"plt.imshow(ret_frac, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Fraction of Cats Returned\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"ret_count = returned.InnerCount.values.reshape((7,n_hours))\n", | |
"plt.subplot(428)\n", | |
"cmap = cm.get_cmap('Greens', 20) \n", | |
"plt.imshow(ret_count, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Number of Cats Returned\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"\n", | |
"plt.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**People adopt cats primarily in the evenings. On the weekends, the daytime adoption rates increase, but the evening remains the busiest time. The busiest single hour of the week for cat adoptions is 5pm on Sundays**\n", | |
"\n", | |
"**Transfers seem to occur at 9am every morning, with additional smaller transfers occurring at 2pm on weekdays.**\n", | |
"\n", | |
"**Euthanasia occurs at all times, but there is a distinct pattern of euthanasias occurring in large numbers at 1pm on Mondays, at 3pm on Mondays and Tuesdays, at 11am on Tuesdays, and and at 1pm on Saturdays.**\n", | |
"\n", | |
"**Cats are returned to their owners primarily between 11am and 7pm.**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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6ao8bMfDjfbTbebzf0fmpe343l1x8KUDP+W6o6aSxRSeMK6La9W0R9VMbZ3XK/9/mbZuY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Yz51kYlSi14wtyMSoT+3Y6oasTSZGjkyMHJkY8dYNWXufzcRw911m9gVJ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\nzMzMzMzMzKwS3IhhZmZmZmZmZpXwf9aHEct+lsw5AAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f191df5fc88>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"hour_day_breakdown = groupCountFractionals(dogs,\"OutcomeType\",[\"Hour\",\"WeekDay\"])\n", | |
"died = hour_day_breakdown[hour_day_breakdown.OutcomeType == \"Died\"].sort_values([\"WeekDay\",\"Hour\"])\n", | |
"euth = hour_day_breakdown[hour_day_breakdown.OutcomeType == \"Euthanasia\"].sort_values([\"WeekDay\",\"Hour\"])\n", | |
"transfer = hour_day_breakdown[hour_day_breakdown.OutcomeType == \"Transfer\"].sort_values([\"WeekDay\",\"Hour\"])\n", | |
"returned = hour_day_breakdown[hour_day_breakdown.OutcomeType == \"Return_to_owner\"].sort_values([\"WeekDay\",\"Hour\"])\n", | |
"adopt = hour_day_breakdown[hour_day_breakdown.OutcomeType == \"Adoption\"].sort_values([\"WeekDay\",\"Hour\"])\n", | |
"\n", | |
"n_hours = len(died.Hour.unique())\n", | |
"\n", | |
"hours = hour_day_breakdown.Hour.unique()\n", | |
"days = [\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\",\"Sunday\"]\n", | |
"\n", | |
"adopt_frac = adopt.Fraction.values.reshape((7,n_hours))\n", | |
"plt.figure(figsize=(15,22))\n", | |
"plt.subplot(421)\n", | |
"cmap = cm.get_cmap('Greens', 20) \n", | |
"plt.imshow(adopt_frac, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Fraction of Dogs Adopted\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"\n", | |
"adopt_count = adopt.InnerCount.values.reshape((7,n_hours))\n", | |
"plt.subplot(422)\n", | |
"cmap = cm.get_cmap('Greens', 20) \n", | |
"plt.imshow(adopt_count, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Number of Dog Adoptions\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"\n", | |
"euth_frac = euth.Fraction.values.reshape((7,n_hours))\n", | |
"plt.subplot(423)\n", | |
"cmap = cm.get_cmap('Reds', 20) \n", | |
"plt.imshow(euth_frac, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Fraction of Dogs Euthanised\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"euth_count = euth.InnerCount.values.reshape((7,n_hours))\n", | |
"plt.subplot(424)\n", | |
"cmap = cm.get_cmap('Reds', 20) \n", | |
"plt.imshow(euth_count, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Number of Dog Euthanisations\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"\n", | |
"\n", | |
"tran_frac = transfer.Fraction.values.reshape((7,n_hours))\n", | |
"plt.subplot(425)\n", | |
"cmap = cm.get_cmap('Blues', 20) \n", | |
"plt.imshow(tran_frac, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Fraction of Dogs Transfered\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"tran_count = transfer.InnerCount.values.reshape((7,n_hours))\n", | |
"plt.subplot(426)\n", | |
"cmap = cm.get_cmap('Blues', 20) \n", | |
"plt.imshow(tran_count, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Number of Dog Transfers\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"\n", | |
"ret_frac = returned.Fraction.values.reshape((7,n_hours))\n", | |
"plt.subplot(427)\n", | |
"cmap = cm.get_cmap('Greens', 20) \n", | |
"plt.imshow(tran_frac, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Fraction of Dogs Returned\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"ret_count = returned.InnerCount.values.reshape((7,n_hours))\n", | |
"plt.subplot(428)\n", | |
"cmap = cm.get_cmap('Greens', 20) \n", | |
"plt.imshow(tran_count, interpolation=\"nearest\", cmap=cmap)\n", | |
"plt.grid(True)\n", | |
"plt.yticks(range(len(adopt.WeekDay.unique())), days, rotation='horizontal')\n", | |
"plt.xticks(range(len(hours)), hours, rotation='vertical')\n", | |
"plt.colorbar(orientation=\"horizontal\",fraction=0.046, pad=0.1,label = \"Number of Dogs Returned\")\n", | |
"plt.ylabel(\"Day\")\n", | |
"plt.xlabel(\"Time\")\n", | |
"\n", | |
"plt.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**Dog adoption times and days follow the same pattern as for cats. Transfers do not appear to occur at a particular time. There are patterns of elevated return and transfer rates at 0 hours, with consistency across days between the two rates - I'm guessing this is due to the time not being entered for these cases.\n", | |
"There is a significantly elevated euthanasia rate first thing Monday morning, and another at 9am on Sunday morning.**" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Age" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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I+++/f6U+Tz31FN/4xjcYN24cd91111rH0N1yHYs8ndwxxxzDokWL2HXXXTnwwAM57bTT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\nDWoEFwql1sJxb9z6YMXWPopHz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7tD0ruqWHEr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\nAAC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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f191cad8a58>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"dog_age_outcomes = groupCountFractionals(dogs,\"OutcomeType\",[\"Age\"])\n", | |
"dog_age_adoption = dog_age_outcomes[dog_age_outcomes.OutcomeType == \"Adoption\"]\n", | |
"dog_age_euthanasia = dog_age_outcomes[dog_age_outcomes.OutcomeType == \"Euthanasia\"]\n", | |
"dog_age_return = dog_age_outcomes[dog_age_outcomes.OutcomeType == \"Return_to_owner\"]\n", | |
"dog_age_deaths = dog_age_outcomes[dog_age_outcomes.OutcomeType == \"Died\"]\n", | |
"dog_age_transfer = dog_age_outcomes[dog_age_outcomes.OutcomeType == \"Transfer\"]\n", | |
"\n", | |
"cat_age_outcomes = groupCountFractionals(cats,\"OutcomeType\",[\"Age\"])\n", | |
"cat_age_adoption = cat_age_outcomes[cat_age_outcomes.OutcomeType == \"Adoption\"]\n", | |
"cat_age_euthanasia = cat_age_outcomes[cat_age_outcomes.OutcomeType == \"Euthanasia\"]\n", | |
"cat_age_return = cat_age_outcomes[cat_age_outcomes.OutcomeType == \"Return_to_owner\"]\n", | |
"cat_age_deaths = cat_age_outcomes[cat_age_outcomes.OutcomeType == \"Died\"]\n", | |
"cat_age_transfer = cat_age_outcomes[cat_age_outcomes.OutcomeType == \"Transfer\"]\n", | |
"\n", | |
"\n", | |
"\n", | |
"plt.figure(figsize=(16,16))\n", | |
"\n", | |
"plt.subplot(321)\n", | |
"plt.scatter(dog_age_adoption.Age,dog_age_adoption.OuterCount,label=\"Dogs\",c=\"\")\n", | |
"plt.scatter(cat_age_adoption.Age,cat_age_adoption.OuterCount,label=\"Cats\",c='k')\n", | |
"plt.xlim(-50,3500)\n", | |
"plt.ylim(-50,4000)\n", | |
"plt.xlabel(\"Age in Days\")\n", | |
"plt.ylabel(\"Number of Events\")\n", | |
"plt.legend()\n", | |
"\n", | |
"plt.subplot(322)\n", | |
"plt.scatter(dog_age_adoption.Age,dog_age_adoption.Fraction,label=\"Dogs\",c=\"\")\n", | |
"plt.scatter(cat_age_adoption.Age,cat_age_adoption.Fraction,label=\"Cats\",c='k')\n", | |
"plt.xlim(-50,3500)\n", | |
"plt.ylim(-0.05,1)\n", | |
"plt.xlabel(\"Age in Days\")\n", | |
"plt.ylabel(\"Fraction Adopted\")\n", | |
"plt.legend()\n", | |
"\n", | |
"plt.subplot(323)\n", | |
"plt.scatter(dog_age_adoption.Age,dog_age_return.Fraction,label=\"Dogs\",c=\"\")\n", | |
"plt.scatter(cat_age_adoption.Age,cat_age_return.Fraction,label=\"Cats\",c='k')\n", | |
"plt.xlim(-50,3500)\n", | |
"plt.ylim(-0.05,0.6)\n", | |
"plt.xlabel(\"Age in Days\")\n", | |
"plt.ylabel(\"Fraction Returned to Owners\")\n", | |
"plt.legend()\n", | |
"\n", | |
"plt.subplot(324)\n", | |
"plt.scatter(dog_age_adoption.Age,dog_age_transfer.Fraction,label=\"Dogs\",c=\"\")\n", | |
"plt.scatter(cat_age_adoption.Age,cat_age_transfer.Fraction,label=\"Cats\",c='k')\n", | |
"plt.xlim(-50,3500)\n", | |
"plt.ylim(-0.05,1)\n", | |
"plt.xlabel(\"Age in Days\")\n", | |
"plt.ylabel(\"Fraction Transferred\")\n", | |
"plt.legend()\n", | |
"\n", | |
"plt.subplot(325)\n", | |
"plt.scatter(dog_age_adoption.Age,dog_age_euthanasia.Fraction,label=\"Dogs\",c=\"\")\n", | |
"plt.scatter(cat_age_adoption.Age,cat_age_euthanasia.Fraction,label=\"Cats\",c='k')\n", | |
"plt.xlim(-50,3500)\n", | |
"plt.ylim(-0.05,0.3)\n", | |
"plt.xlabel(\"Age in Days\")\n", | |
"plt.ylabel(\"Fraction Euthanised\")\n", | |
"plt.legend()\n", | |
"\n", | |
"plt.subplot(326)\n", | |
"plt.scatter(dog_age_adoption.Age,dog_age_deaths.Fraction,label=\"Dogs\",c=\"\")\n", | |
"plt.scatter(cat_age_adoption.Age,cat_age_deaths.Fraction,label=\"Cats\",c='k')\n", | |
"plt.xlim(-50,3500)\n", | |
"plt.ylim(-0.05,0.3)\n", | |
"plt.xlabel(\"Age in Days\")\n", | |
"plt.ylabel(\"Fraction Died\")\n", | |
"plt.legend()\n", | |
"\n", | |
"\n", | |
"plt.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**There is an overrepresentation of animals of age 0 being returned to their owners or transferred. This is most likely due to their leaving the shelter before an age could be entered into the system.\n", | |
"For both cats and dogs, animals in the puppy/kitten age group seem to be most popular for adoption.\n", | |
"**" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Names" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**I think that for those animals that are named, the name they are given reflects what people think of them. Their name can therefore be used to predict their outcome, providing that there are enough animals with a particular name.**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"6094 Named Cats 11134 Total Cats\n", | |
"54.7332495060176 % of cats named\n", | |
"12920 Named Dogs 15595 Total Dogs\n", | |
"82.84706636742546 % of dogs named\n" | |
] | |
} | |
], | |
"source": [ | |
"named_cats = cats[cats.Named==1]\n", | |
"print(len(named_cats),\" Named Cats\",len(cats), \"Total Cats\")\n", | |
"print(len(named_cats)/len(cats) * 100, \"% of cats named\")\n", | |
"named_dogs = dogs[dogs.Named==1]\n", | |
"print(len(named_dogs), \" Named Dogs\",len(dogs), \"Total Dogs\")\n", | |
"print(len(named_dogs)/len(dogs) * 100, \"% of dogs named\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"** Names will probably be more informative for dogs than for cats, purely due to the difference in sample size. **" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Cat Names" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"cat_train_name_ = groupCountFractionals(named_cats,\"OutcomeType\",[\"Name\"])\n", | |
"cat_name_euth = cat_train_name_[cat_train_name_.OutcomeType == \"Euthanasia\"]\n", | |
"cat_name_adopt = cat_train_name_[cat_train_name_.OutcomeType == \"Adoption\"]\n", | |
"cat_name_return = cat_train_name_[cat_train_name_.OutcomeType == \"Return_to_owner\"]\n", | |
"cat_name_transfer = cat_train_name_[cat_train_name_.OutcomeType == \"Transfer\"]\n", | |
"cat_name_died = cat_train_name_[cat_train_name_.OutcomeType == \"Died\"]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x7f191d4290b8>" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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4A/CxMWY1Vs4eBswOaURKKdUMNNipNsYMBj4RkZXGmInAg8aYZ0WkNPDhRbe0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\n/N15v2uQ4gsrdrudTZs2Ybf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llIXgTf+YApwfjGM1EIe/XjqXQOXsQLYdyJizs0dVa9t/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V1Ttzhqaxvp7OysyjhEKl1Bn4d54C7gjIjiSaRJkyYB2whGOwi/bg/3i4jEz92Xxx1Dsmyne85+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\n41gEzoR1AAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f191cb271d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(12,16))\n", | |
"\n", | |
"plt.subplot(321)\n", | |
"plt.scatter(cat_name_euth.OuterCount,cat_name_euth.Fraction)\n", | |
"plt.axhline(np.mean(cat_name_euth.Fraction),c='r',label=\"Mean Namewise Euthanasia Rate\")\n", | |
"plt.xlabel(\"Number of Cats with Name\")\n", | |
"plt.ylabel(\"Fraction of Cats with Name Euthanised\")\n", | |
"plt.xlim(0,27)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.legend()\n", | |
"\n", | |
"plt.subplot(322)\n", | |
"plt.scatter(cat_name_adopt.OuterCount,cat_name_adopt.Fraction)\n", | |
"plt.xlabel(\"Number of Cats with Name\")\n", | |
"plt.ylabel(\"Fraction of Cats with Name Adopted\")\n", | |
"plt.axhline(np.mean(cat_name_adopt.Fraction),c='r',label=\"Mean Namewise Adoption Rate\")\n", | |
"plt.xlim(0,27)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.legend()\n", | |
"\n", | |
"plt.subplot(323)\n", | |
"plt.scatter(cat_name_return.OuterCount,cat_name_return.Fraction)\n", | |
"plt.xlabel(\"Number of Cats with Name\")\n", | |
"plt.ylabel(\"Fraction of Cats with Name Returned to Owners\")\n", | |
"plt.xlim(0,27)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.axhline(np.mean(cat_name_return.Fraction),c='r',label=\"Mean Namewise Return Rate\")\n", | |
"plt.legend()\n", | |
"\n", | |
"plt.subplot(324)\n", | |
"plt.scatter(cat_name_transfer.OuterCount,cat_name_transfer.Fraction)\n", | |
"plt.xlabel(\"Number of Cats with Name\")\n", | |
"plt.ylabel(\"Fraction of Cats with Name Transferred\")\n", | |
"plt.xlim(0,27)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.axhline(np.mean(cat_name_transfer.Fraction),c='r',label=\"Mean Namewise Transfer Rate\")\n", | |
"plt.legend()\n", | |
"\n", | |
"plt.subplot(325)\n", | |
"plt.scatter(cat_name_died.OuterCount,cat_name_died.Fraction)\n", | |
"plt.xlabel(\"Number of Cats with Name\")\n", | |
"plt.ylabel(\"Fraction of Cats with Name that Died\")\n", | |
"plt.xlim(0,27)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.axhline(np.mean(cat_name_died.Fraction),c='r',label=\"Mean Namewise Death Rate\")\n", | |
"plt.legend()\n", | |
"\n", | |
"\n", | |
"plt.subplot(326)\n", | |
"plt.hist(cat_name_adopt.OuterCount)\n", | |
"plt.ylabel(\"Number of names with count\")\n", | |
"plt.xlabel(\"Number of cats with name\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Chi-Squared Statistic: 24.90394296816056, DegreesOfFreedom: 13, p-value: 0.023763637842025453\n" | |
] | |
} | |
], | |
"source": [ | |
"cat_name_sig_groups = cat_name_adopt[cat_name_adopt.OuterCount > 15].sort_values(\"Fraction\")\n", | |
"cat_name_sig_groups[\"NotAdopted\"] = cat_name_sig_groups.OuterCount - cat_name_sig_groups.InnerCount\n", | |
"\n", | |
"chi2, p, ddof, expected = chi2_contingency(cat_name_sig_groups[[\"InnerCount\",\"NotAdopted\"]].values,correction=True)\n", | |
"output_template = \"Chi-Squared Statistic: {}, DegreesOfFreedom: {}, p-value: {}\"\n", | |
"print(output_template.format(chi2,ddof,p))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**Cat names do seem to have an effect on adoption rates, but the sample size is not large enough to say which names are biased towards particular outcomes.**" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Dog Names" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x7f191dc14eb8>" | |
] | |
}, | |
"execution_count": 18, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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ccbn73/9y//uS+9/rfRyrlFLKQf4MsH8wxpyKe2bEGHMNxy57VkopFQFEpAzA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\n58+fz4gRI5g/f76t7YK1nnjhwoW2rB/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ty0P81VSlr1DLzBzL8OGjeeyxXIYPH82YMWOD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\n5x2+TzV7GE7vm0lqt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ea3YUpu7N27l0y3BK3+3Nm584fs3fsoDQ0fZe/eR0PbLOOHk+hX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\nAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f191d5371d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"dog_train_name_ = groupCountFractionals(named_dogs,\"OutcomeType\",[\"Name\"])\n", | |
"dog_name_euth = dog_train_name_[dog_train_name_.OutcomeType == \"Euthanasia\"]\n", | |
"dog_name_adopt = dog_train_name_[dog_train_name_.OutcomeType == \"Adoption\"]\n", | |
"dog_name_return = dog_train_name_[dog_train_name_.OutcomeType == \"Return_to_owner\"]\n", | |
"dog_name_transfer = dog_train_name_[dog_train_name_.OutcomeType == \"Transfer\"]\n", | |
"dog_name_died = dog_train_name_[dog_train_name_.OutcomeType == \"Died\"]\n", | |
"\n", | |
"plt.figure(figsize=(12,16))\n", | |
"\n", | |
"plt.subplot(321)\n", | |
"plt.scatter(dog_name_euth.OuterCount,dog_name_euth.Fraction)\n", | |
"plt.axhline(np.mean(dog_name_euth.Fraction),c='r',label=\"Mean Namewise Euthanasia Rate\")\n", | |
"plt.xlabel(\"Number of Dogs with Name\")\n", | |
"plt.ylabel(\"Fraction of Dogs with Name Euthanised\")\n", | |
"plt.xlim(0,27)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.legend()\n", | |
"plt.subplot(322)\n", | |
"plt.scatter(dog_name_adopt.OuterCount,dog_name_adopt.Fraction)\n", | |
"plt.axhline(np.mean(dog_name_adopt.Fraction),c='r',label=\"Mean Namewise Adoption Rate\")\n", | |
"plt.xlabel(\"Number of Dogs with Name\")\n", | |
"plt.ylabel(\"Fraction of Dogs with Name Adopted\")\n", | |
"plt.xlim(0,27)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.legend()\n", | |
"plt.subplot(323)\n", | |
"plt.scatter(dog_name_return.OuterCount,dog_name_return.Fraction)\n", | |
"plt.axhline(np.mean(dog_name_return.Fraction),c='r',label=\"Mean Namewise Return Rate\")\n", | |
"plt.xlabel(\"Number of Dogs with Name\")\n", | |
"plt.ylabel(\"Fraction of Dogs with Name Returned to Owners\")\n", | |
"plt.xlim(0,27)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.legend()\n", | |
"plt.subplot(324)\n", | |
"plt.scatter(dog_name_transfer.OuterCount,dog_name_transfer.Fraction)\n", | |
"plt.axhline(np.mean(dog_name_transfer.Fraction),c='r',label=\"Mean Namewise Transfer Rate\")\n", | |
"plt.xlabel(\"Number of Dogs with Name\")\n", | |
"plt.ylabel(\"Fraction of Dogs with Name Transferred\")\n", | |
"plt.xlim(0,27)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.legend()\n", | |
"plt.subplot(325)\n", | |
"plt.scatter(dog_name_died.OuterCount,dog_name_died.Fraction)\n", | |
"plt.axhline(np.mean(dog_name_died.Fraction),c='r',label=\"Mean Namewise Death Rate\")\n", | |
"plt.xlabel(\"Number of Dogs with Name\")\n", | |
"plt.ylabel(\"Fraction of Dogs with Name that Died\")\n", | |
"plt.xlim(0,27)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.legend()\n", | |
"plt.subplot(326)\n", | |
"plt.hist(dog_name_adopt.OuterCount)\n", | |
"plt.ylabel(\"Number of names with count\")\n", | |
"plt.xlabel(\"Number of dogs with name\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"dog_name_sig_groups = dog_name_adopt[dog_name_adopt.OuterCount > 15].sort_values(\"Fraction\")\n", | |
"dog_name_sig_groups[\"NotAdopted\"] = dog_name_sig_groups.OuterCount - dog_name_sig_groups.InnerCount" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x7f191d875828>" | |
] | |
}, | |
"execution_count": 25, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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m/Ny4cWM1btw4/6sCcMeuzZjYsWOHunbtqoYNG8rDw0MvvPCCJk6cqP/93/9V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urUSa1Xr54aFBT02uK4ePGium7dOlVVVXXXrl1q1apV1YYNG6qgqDBJhXIquKo6OoaqjY2Nam9v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IKd7e3tja2hIeHo6a2r9OWn4vryYm/vjjDxo1apTj+xDZl5SUREREBAEBARgYGNCxY0dq1qyZ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\nj3PwO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/3sZ4wZM4bq1auzdOlSLr74YjZs2MCaNWt49NFHKSwsZNSoURx55JEceOCBu/W6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\nSUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f191d85a748>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(18,18))\n", | |
"\n", | |
"plt.scatter(dog_name_sig_groups.OuterCount,dog_name_sig_groups.Fraction)\n", | |
"plt.axhline(np.mean(dog_name_adopt.Fraction),c='r',label = \"Mean Adoption Rate\")\n", | |
"for label,x,y in zip(dog_name_sig_groups.Name,dog_name_sig_groups.OuterCount,dog_name_sig_groups.Fraction):\n", | |
" plt.annotate(label,xy=(x,y),textcoords = 'offset points',xytext = (0.5, 0),rotation=45)\n", | |
"plt.xlabel(\"Number of Dogs with Name\")\n", | |
"plt.ylabel(\"Fraction of Dogs with Name Adopted\")\n", | |
"plt.legend()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Chi-Squared Statistic: 196.2181937034669, DegreesOfFreedom: 119, p-value: 1.0731722727431335e-05\n" | |
] | |
} | |
], | |
"source": [ | |
"chi2, p, ddof, expected = chi2_contingency(dog_name_sig_groups[[\"InnerCount\",\"NotAdopted\"]].values,correction=True)\n", | |
"output_template = \"Chi-Squared Statistic: {}, DegreesOfFreedom: {}, p-value: {}\"\n", | |
"print(output_template.format(chi2,ddof,p))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**Dog names do have a significant effect on adoption rates**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Chi-Squared Statistic: 88.79847284234032, DegreesOfFreedom: 119, p-value: 0.982525984889103\n" | |
] | |
} | |
], | |
"source": [ | |
"#Sanity check - Dog names should not significantly influence deaths.\n", | |
"dog_name_sig_groups = dog_name_died[dog_name_died.OuterCount > 15].sort_values(\"Fraction\")\n", | |
"dog_name_sig_groups[\"DidNotDie\"] = dog_name_sig_groups.OuterCount - dog_name_sig_groups.InnerCount\n", | |
"\n", | |
"chi2, p, ddof, expected = chi2_contingency(dog_name_sig_groups[[\"InnerCount\",\"DidNotDie\"]].values,correction=True)\n", | |
"output_template = \"Chi-Squared Statistic: {}, DegreesOfFreedom: {}, p-value: {}\"\n", | |
"print(output_template.format(chi2,ddof,p))\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"\n", | |
"\n", | |
"## Cat Breeds" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"60" | |
] | |
}, | |
"execution_count": 28, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"breeds = cats.Breed.unique()\n", | |
"len(breeds)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"def splitBreed(breed):\n", | |
" if \"Mix\" in breed:\n", | |
" component_a = breed[:-4]\n", | |
" component_b = \"Unknown\"\n", | |
" elif \"/\" in breed:\n", | |
" components = breed.split(\"/\")\n", | |
" component_a = components[0]\n", | |
" component_b = components[1]\n", | |
" else:\n", | |
" component_a = breed\n", | |
" component_b = breed\n", | |
" return [component_a,component_b]\n", | |
"\n", | |
"cats[\"breed_components\"] = cats.Breed.apply(splitBreed)\n", | |
"cats[\"BreedComponentA\"] = cats.breed_components.apply(lambda x:x[0])\n", | |
"cats[\"BreedComponentB\"] = cats.breed_components.apply(lambda x:x[1])\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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125NymZmZdYlO1UDEqp3iC4FtJE0BngSOAKY3d8gaXhPdzGxkHV8TvWUnkC4mfdNvCiwH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\nJxAzMyvk/wM7mHFTQjMuGQAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f4f183c32e8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"breed_outcomes = groupCountFractionals(cats,\"OutcomeType\",[\"BreedComponentA\",\"BreedComponentB\"])\n", | |
"counts = breed_outcomes.OuterCount\n", | |
"plt.hist(counts,bins=100)\n", | |
"plt.yscale(\"log\")\n", | |
"plt.xlabel(\"Number of Cats of Breed (log scale)\")\n", | |
"plt.ylabel(\"Number of Breeds\")\n", | |
"adoptions = breed_outcomes[breed_outcomes.OutcomeType == \"Adoption\"]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"collapsed": true | |
}, | |
"source": [ | |
"**The more common breeds of cats outnumber the rarer ones by more than 1000-fold.**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(33, 19)" | |
] | |
}, | |
"execution_count": 31, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(adoptions.BreedComponentA.unique()),len(adoptions.BreedComponentB.unique())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"adoptions = breed_outcomes[breed_outcomes.OutcomeType == \"Adoption\"]\n", | |
"adoptions = adoptions.sort_values([\"BreedComponentA\",\"BreedComponentB\"],ascending=False)\n", | |
"adoption_array = adoptions.Fraction.values.reshape(33,19)\n", | |
"\n", | |
"breed_count_array = adoptions.OuterCount.values.reshape(33,19)\n", | |
"a_components = adoptions.BreedComponentA.unique()\n", | |
"b_components = adoptions.BreedComponentB.unique()\n", | |
"\n", | |
"returns = breed_outcomes[breed_outcomes.OutcomeType == \"Return_to_owner\"]\n", | |
"returns = returns.sort_values([\"BreedComponentA\",\"BreedComponentB\"],ascending=False)\n", | |
"return_array = returns.Fraction.values.reshape(33,19)\n", | |
"\n", | |
"euths = breed_outcomes[breed_outcomes.OutcomeType == \"Euthanasia\"]\n", | |
"euths = returns.sort_values([\"BreedComponentA\",\"BreedComponentB\"],ascending=False)\n", | |
"euth_array = returns.Fraction.values.reshape(33,19)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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qSYcXTqpF63+BNM77eEl9JY2osL/V8v7Wtf0NcphD21/Ny4cBZ9tehzSJ7yu5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