{
"cells": [
{
"cell_type": "code",
"execution_count": 271,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os\n",
"import requests\n",
"import urllib.request\n",
"from pathlib import Path\n",
"import pandas as pd\n",
"import time\n",
"import tweepy\n",
"import json\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import datetime\n",
"from tweepy import OAuthHandler\n",
"from IPython.display import display, Markdown\n",
"from IPython.display import Image\n",
"import matplotlib.rcsetup as rcsetup"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gathering The WeRateDogs Twitter Archive"
]
},
{
"cell_type": "code",
"execution_count": 222,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Array Dimensions = (2356, 17)\n"
]
},
{
"data": {
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\n",
"\n",
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\n",
" \n",
" \n",
" | \n",
" tweet_id | \n",
" in_reply_to_status_id | \n",
" in_reply_to_user_id | \n",
" timestamp | \n",
" source | \n",
" text | \n",
" retweeted_status_id | \n",
" retweeted_status_user_id | \n",
" retweeted_status_timestamp | \n",
" expanded_urls | \n",
" rating_numerator | \n",
" rating_denominator | \n",
" name | \n",
" doggo | \n",
" floofer | \n",
" pupper | \n",
" puppo | \n",
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\n",
" \n",
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" 892420643555336193 | \n",
" NaN | \n",
" NaN | \n",
" 2017-08-01 16:23:56 +0000 | \n",
" <a href=\"http://twitter.com/download/iphone\" r... | \n",
" This is Phineas. He's a mystical boy. Only eve... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" https://twitter.com/dog_rates/status/892420643... | \n",
" 13 | \n",
" 10 | \n",
" Phineas | \n",
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" 1 | \n",
" 892177421306343426 | \n",
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" NaN | \n",
" 2017-08-01 00:17:27 +0000 | \n",
" <a href=\"http://twitter.com/download/iphone\" r... | \n",
" This is Tilly. She's just checking pup on you.... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" https://twitter.com/dog_rates/status/892177421... | \n",
" 13 | \n",
" 10 | \n",
" Tilly | \n",
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" 2 | \n",
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" NaN | \n",
" 2017-07-31 00:18:03 +0000 | \n",
" <a href=\"http://twitter.com/download/iphone\" r... | \n",
" This is Archie. He is a rare Norwegian Pouncin... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" https://twitter.com/dog_rates/status/891815181... | \n",
" 12 | \n",
" 10 | \n",
" Archie | \n",
" None | \n",
" None | \n",
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" 891689557279858688 | \n",
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" NaN | \n",
" 2017-07-30 15:58:51 +0000 | \n",
" <a href=\"http://twitter.com/download/iphone\" r... | \n",
" This is Darla. She commenced a snooze mid meal... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" https://twitter.com/dog_rates/status/891689557... | \n",
" 13 | \n",
" 10 | \n",
" Darla | \n",
" None | \n",
" None | \n",
" None | \n",
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" \n",
" 4 | \n",
" 891327558926688256 | \n",
" NaN | \n",
" NaN | \n",
" 2017-07-29 16:00:24 +0000 | \n",
" <a href=\"http://twitter.com/download/iphone\" r... | \n",
" This is Franklin. He would like you to stop ca... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" https://twitter.com/dog_rates/status/891327558... | \n",
" 12 | \n",
" 10 | \n",
" Franklin | \n",
" None | \n",
" None | \n",
" None | \n",
" None | \n",
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"
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"text/plain": [
" tweet_id in_reply_to_status_id in_reply_to_user_id \\\n",
"0 892420643555336193 NaN NaN \n",
"1 892177421306343426 NaN NaN \n",
"2 891815181378084864 NaN NaN \n",
"3 891689557279858688 NaN NaN \n",
"4 891327558926688256 NaN NaN \n",
"\n",
" timestamp \\\n",
"0 2017-08-01 16:23:56 +0000 \n",
"1 2017-08-01 00:17:27 +0000 \n",
"2 2017-07-31 00:18:03 +0000 \n",
"3 2017-07-30 15:58:51 +0000 \n",
"4 2017-07-29 16:00:24 +0000 \n",
"\n",
" source \\\n",
"0 \n",
"\n",
"\n",
" \n",
" \n",
" | \n",
" tweet_id | \n",
" jpg_url | \n",
" img_num | \n",
" p1 | \n",
" p1_conf | \n",
" p1_dog | \n",
" p2 | \n",
" p2_conf | \n",
" p2_dog | \n",
" p3 | \n",
" p3_conf | \n",
" p3_dog | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 666020888022790149 | \n",
" https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg | \n",
" 1 | \n",
" Welsh_springer_spaniel | \n",
" 0.465074 | \n",
" True | \n",
" collie | \n",
" 0.156665 | \n",
" True | \n",
" Shetland_sheepdog | \n",
" 0.061428 | \n",
" True | \n",
"
\n",
" \n",
" 1 | \n",
" 666029285002620928 | \n",
" https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg | \n",
" 1 | \n",
" redbone | \n",
" 0.506826 | \n",
" True | \n",
" miniature_pinscher | \n",
" 0.074192 | \n",
" True | \n",
" Rhodesian_ridgeback | \n",
" 0.072010 | \n",
" True | \n",
"
\n",
" \n",
" 2 | \n",
" 666033412701032449 | \n",
" https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg | \n",
" 1 | \n",
" German_shepherd | \n",
" 0.596461 | \n",
" True | \n",
" malinois | \n",
" 0.138584 | \n",
" True | \n",
" bloodhound | \n",
" 0.116197 | \n",
" True | \n",
"
\n",
" \n",
" 3 | \n",
" 666044226329800704 | \n",
" https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg | \n",
" 1 | \n",
" Rhodesian_ridgeback | \n",
" 0.408143 | \n",
" True | \n",
" redbone | \n",
" 0.360687 | \n",
" True | \n",
" miniature_pinscher | \n",
" 0.222752 | \n",
" True | \n",
"
\n",
" \n",
" 4 | \n",
" 666049248165822465 | \n",
" https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg | \n",
" 1 | \n",
" miniature_pinscher | \n",
" 0.560311 | \n",
" True | \n",
" Rottweiler | \n",
" 0.243682 | \n",
" True | \n",
" Doberman | \n",
" 0.154629 | \n",
" True | \n",
"
\n",
" \n",
"
\n",
""
],
"text/plain": [
" tweet_id jpg_url \\\n",
"0 666020888022790149 https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg \n",
"1 666029285002620928 https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg \n",
"2 666033412701032449 https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg \n",
"3 666044226329800704 https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg \n",
"4 666049248165822465 https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg \n",
"\n",
" img_num p1 p1_conf p1_dog p2 \\\n",
"0 1 Welsh_springer_spaniel 0.465074 True collie \n",
"1 1 redbone 0.506826 True miniature_pinscher \n",
"2 1 German_shepherd 0.596461 True malinois \n",
"3 1 Rhodesian_ridgeback 0.408143 True redbone \n",
"4 1 miniature_pinscher 0.560311 True Rottweiler \n",
"\n",
" p2_conf p2_dog p3 p3_conf p3_dog \n",
"0 0.156665 True Shetland_sheepdog 0.061428 True \n",
"1 0.074192 True Rhodesian_ridgeback 0.072010 True \n",
"2 0.138584 True bloodhound 0.116197 True \n",
"3 0.360687 True miniature_pinscher 0.222752 True \n",
"4 0.243682 True Doberman 0.154629 True "
]
},
"execution_count": 223,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Read tsv file into Pandas \n",
"image_predictions = pd.read_csv('image_predictions.tsv', sep='\\t')\n",
"# Looking at the shape and the first couple of rows of the dataframe\n",
"print(\"Array Dimensions = \",image_predictions.shape)\n",
"image_predictions.head()\n",
"# Resources: https://stackoverflow.com/questions/31126596/saving-response-from-requests-to-file"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Gathering Tweets from Twitter API"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Storing and loading passwords locally\n",
"password_list = pd.read_csv('password_list.csv')\n",
"consumer_key = password_list.consumer_key[0]\n",
"consumer_secret = password_list.consumer_secret[0]\n",
"access_token = password_list.access_token[0]\n",
"access_secret = password_list.access_secret[0]\n",
"\n",
"auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
"auth.set_access_token(access_token, access_secret)\n",
"api = tweepy.API(auth, wait_on_rate_limit=True, wait_on_rate_limit_notify=True)\n",
"\n",
"if (not api):\n",
" print (\"Error: Unable to Authenticate\")\n",
" sys.exit(-1)\n",
" \n",
"# Put in error handling \n",
"# Resource: https://www.karambelkar.info/2015/01/how-to-use-twitters-search-rest-api-most-effectively./"
]
},
{
"cell_type": "code",
"execution_count": 202,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"File already exists\n"
]
}
],
"source": [
"# For loop which to add each found tweet information to a new line of tweet_json.txt\n",
"# I put a file exist check because I kept adding to the file everytime I needed to rerun this cell.\n",
"missing_tweets = []\n",
"# Recording the missing tweets\n",
"\n",
"my_file = Path(\"tweet_json.txt\")\n",
"if my_file.exists():\n",
" print(\"File already exists\")\n",
" \n",
"else:\n",
" with open('tweet_json.txt', 'a', encoding='utf8') as f:\n",
" # opening file in append mode\n",
" for tweet_id in twitter_archive['tweet_id']:\n",
" try:\n",
" tweet = api.get_status(tweet_id, tweet_mode='extended')\n",
" json.dump(tweet._json, f)\n",
" f.write('\\n')\n",
" except:\n",
" print('{} Tweet not found'.format(tweet_id))\n",
" missing_tweets.append(tweet_id)\n",
"\n",
" print(\"File Created / Task Completed\")\n",
"# Resources: https://docs.python.org/3/tutorial/inputoutput.html\n",
"# Resources: https://stackoverflow.com/questions/44581647/retrieving-a-list-of-tweets-using-tweet-id-in-tweepy"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Opening tweet_json to api_info\n",
"\n",
"with open('tweet_json.txt', 'r') as fp:\n",
" api_info = pd.read_json(fp, lines=True)\n",
" \n",
"# Resources: https://stackoverflow.com/questions/30088006/loading-a-file-with-more-than-one-line-of-json-into-pythons-pandas"
]
},
{
"cell_type": "code",
"execution_count": 211,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 2346 entries, 0 to 2345\n",
"Data columns (total 31 columns):\n",
"contributors 0 non-null float64\n",
"coordinates 0 non-null float64\n",
"created_at 2346 non-null datetime64[ns]\n",
"display_text_range 2346 non-null object\n",
"entities 2346 non-null object\n",
"extended_entities 2068 non-null object\n",
"favorite_count 2346 non-null int64\n",
"favorited 2346 non-null bool\n",
"full_text 2346 non-null object\n",
"geo 0 non-null float64\n",
"id 2346 non-null int64\n",
"id_str 2346 non-null int64\n",
"in_reply_to_screen_name 78 non-null object\n",
"in_reply_to_status_id 78 non-null float64\n",
"in_reply_to_status_id_str 78 non-null float64\n",
"in_reply_to_user_id 78 non-null float64\n",
"in_reply_to_user_id_str 78 non-null float64\n",
"is_quote_status 2346 non-null bool\n",
"lang 2346 non-null object\n",
"place 1 non-null object\n",
"possibly_sensitive 2206 non-null float64\n",
"possibly_sensitive_appealable 2206 non-null float64\n",
"quoted_status 28 non-null object\n",
"quoted_status_id 29 non-null float64\n",
"quoted_status_id_str 29 non-null float64\n",
"retweet_count 2346 non-null int64\n",
"retweeted 2346 non-null bool\n",
"retweeted_status 171 non-null object\n",
"source 2346 non-null object\n",
"truncated 2346 non-null bool\n",
"user 2346 non-null object\n",
"dtypes: bool(4), datetime64[ns](1), float64(11), int64(4), object(11)\n",
"memory usage: 504.1+ KB\n"
]
}
],
"source": [
"# Viewing the columns in the api_info database.\n",
"api_info.info()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [
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" 76 | \n",
" 166 | \n",
"
\n",
" \n",
" 2332 | \n",
" 666082916733198337 | \n",
" 46 | \n",
" 120 | \n",
"
\n",
" \n",
" 2333 | \n",
" 666073100786774016 | \n",
" 172 | \n",
" 328 | \n",
"
\n",
" \n",
" 2334 | \n",
" 666071193221509120 | \n",
" 65 | \n",
" 153 | \n",
"
\n",
" \n",
" 2335 | \n",
" 666063827256086533 | \n",
" 226 | \n",
" 486 | \n",
"
\n",
" \n",
" 2336 | \n",
" 666058600524156928 | \n",
" 58 | \n",
" 115 | \n",
"
\n",
" \n",
" 2337 | \n",
" 666057090499244032 | \n",
" 144 | \n",
" 303 | \n",
"
\n",
" \n",
" 2338 | \n",
" 666055525042405380 | \n",
" 259 | \n",
" 446 | \n",
"
\n",
" \n",
" 2339 | \n",
" 666051853826850816 | \n",
" 867 | \n",
" 1240 | \n",
"
\n",
" \n",
" 2340 | \n",
" 666050758794694657 | \n",
" 59 | \n",
" 135 | \n",
"
\n",
" \n",
" 2341 | \n",
" 666049248165822465 | \n",
" 40 | \n",
" 110 | \n",
"
\n",
" \n",
" 2342 | \n",
" 666044226329800704 | \n",
" 143 | \n",
" 305 | \n",
"
\n",
" \n",
" 2343 | \n",
" 666033412701032449 | \n",
" 46 | \n",
" 126 | \n",
"
\n",
" \n",
" 2344 | \n",
" 666029285002620928 | \n",
" 47 | \n",
" 131 | \n",
"
\n",
" \n",
" 2345 | \n",
" 666020888022790149 | \n",
" 522 | \n",
" 2529 | \n",
"
\n",
" \n",
"
\n",
"
2346 rows × 3 columns
\n",
"
"
],
"text/plain": [
" id retweet_count favorite_count\n",
"0 892420643555336193 8726 39179\n",
"1 892177421306343426 6406 33544\n",
"2 891815181378084864 4256 25283\n",
"3 891689557279858688 8820 42532\n",
"4 891327558926688256 9605 40715\n",
"5 891087950875897856 3188 20411\n",
"6 890971913173991426 2122 11968\n",
"7 890729181411237888 19325 66197\n",
"8 890609185150312448 4348 28026\n",
"9 890240255349198849 7579 32246\n",
"10 890006608113172480 7494 30908\n",
"11 889880896479866881 5069 28038\n",
"12 889665388333682689 10264 48331\n",
"13 889638837579907072 4647 27434\n",
"14 889531135344209921 2280 15231\n",
"15 889278841981685760 5559 25532\n",
"16 888917238123831296 4614 29346\n",
"17 888804989199671297 4462 25834\n",
"18 888554962724278272 3673 20121\n",
"19 888078434458587136 3595 21986\n",
"20 887705289381826560 5518 30490\n",
"21 887517139158093824 11916 46634\n",
"22 887473957103951883 18663 69817\n",
"23 887343217045368832 10612 33979\n",
"24 887101392804085760 6093 30840\n",
"25 886983233522544640 7940 35529\n",
"26 886736880519319552 3371 12189\n",
"27 886680336477933568 4561 22636\n",
"28 886366144734445568 3255 21336\n",
"29 886267009285017600 4 117\n",
"... ... ... ...\n",
"2316 666411507551481857 335 453\n",
"2317 666407126856765440 42 112\n",
"2318 666396247373291520 90 170\n",
"2319 666373753744588802 95 193\n",
"2320 666362758909284353 583 791\n",
"2321 666353288456101888 74 227\n",
"2322 666345417576210432 144 305\n",
"2323 666337882303524864 95 202\n",
"2324 666293911632134144 364 514\n",
"2325 666287406224695296 69 151\n",
"2326 666273097616637952 79 179\n",
"2327 666268910803644416 36 106\n",
"2328 666104133288665088 6764 14577\n",
"2329 666102155909144576 14 80\n",
"2330 666099513787052032 72 159\n",
"2331 666094000022159362 76 166\n",
"2332 666082916733198337 46 120\n",
"2333 666073100786774016 172 328\n",
"2334 666071193221509120 65 153\n",
"2335 666063827256086533 226 486\n",
"2336 666058600524156928 58 115\n",
"2337 666057090499244032 144 303\n",
"2338 666055525042405380 259 446\n",
"2339 666051853826850816 867 1240\n",
"2340 666050758794694657 59 135\n",
"2341 666049248165822465 40 110\n",
"2342 666044226329800704 143 305\n",
"2343 666033412701032449 46 126\n",
"2344 666029285002620928 47 131\n",
"2345 666020888022790149 522 2529\n",
"\n",
"[2346 rows x 3 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Viewing the 3 columns I am interested in.\n",
"api_info[[\"id\", \"retweet_count\", \"favorite_count\"]]"
]
},
{
"cell_type": "code",
"execution_count": 208,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 2346 entries, 0 to 2345\n",
"Data columns (total 3 columns):\n",
"id 2346 non-null int64\n",
"retweet_count 2346 non-null int64\n",
"favorite_count 2346 non-null int64\n",
"dtypes: int64(3)\n",
"memory usage: 55.1 KB\n"
]
},
{
"data": {
"text/plain": [
"(2346, 3)"
]
},
"execution_count": 208,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Moving the 3 columns into a separate variable\n",
"tweet_info = api_info[['id','retweet_count','favorite_count']]\n",
"tweet_info.info()\n",
"tweet_info.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Exploring Data\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"golden_retriever 150\n",
"Labrador_retriever 100\n",
"Pembroke 89\n",
"Chihuahua 83\n",
"pug 57\n",
"chow 44\n",
"Samoyed 43\n",
"toy_poodle 39\n",
"Pomeranian 38\n",
"malamute 30\n",
"cocker_spaniel 30\n",
"French_bulldog 26\n",
"Chesapeake_Bay_retriever 23\n",
"miniature_pinscher 23\n",
"seat_belt 22\n",
"Staffordshire_bullterrier 20\n",
"Siberian_husky 20\n",
"German_shepherd 20\n",
"web_site 19\n",
"Cardigan 19\n",
"Maltese_dog 18\n",
"beagle 18\n",
"Shetland_sheepdog 18\n",
"teddy 18\n",
"Eskimo_dog 18\n",
"Lakeland_terrier 17\n",
"Rottweiler 17\n",
"Shih-Tzu 17\n",
"Italian_greyhound 16\n",
"kuvasz 16\n",
" ... \n",
"walking_stick 1\n",
"bakery 1\n",
"timber_wolf 1\n",
"African_grey 1\n",
"lorikeet 1\n",
"cheetah 1\n",
"bookshop 1\n",
"traffic_light 1\n",
"sea_urchin 1\n",
"binoculars 1\n",
"lion 1\n",
"bee_eater 1\n",
"three-toed_sloth 1\n",
"school_bus 1\n",
"sandbar 1\n",
"quilt 1\n",
"pitcher 1\n",
"African_crocodile 1\n",
"water_bottle 1\n",
"carousel 1\n",
"hare 1\n",
"sliding_door 1\n",
"harp 1\n",
"leaf_beetle 1\n",
"pool_table 1\n",
"hammer 1\n",
"book_jacket 1\n",
"zebra 1\n",
"mailbox 1\n",
"killer_whale 1\n",
"Name: p1, Length: 378, dtype: int64"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Looking at image prediction to get a feel for what I am looking at. I will probably look into this category in more detail.\n",
"image_predictions.p1.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"Labrador_retriever 104\n",
"golden_retriever 92\n",
"Cardigan 73\n",
"Chihuahua 44\n",
"Pomeranian 42\n",
"Chesapeake_Bay_retriever 41\n",
"French_bulldog 41\n",
"toy_poodle 37\n",
"cocker_spaniel 34\n",
"miniature_poodle 33\n",
"Siberian_husky 33\n",
"beagle 28\n",
"Pembroke 27\n",
"Eskimo_dog 27\n",
"collie 27\n",
"kuvasz 26\n",
"Italian_greyhound 22\n",
"Pekinese 21\n",
"American_Staffordshire_terrier 21\n",
"miniature_pinscher 20\n",
"toy_terrier 20\n",
"malinois 20\n",
"chow 20\n",
"Samoyed 20\n",
"Boston_bull 19\n",
"Norwegian_elkhound 19\n",
"Staffordshire_bullterrier 18\n",
"Irish_terrier 17\n",
"pug 17\n",
"Shih-Tzu 16\n",
" ... \n",
"trench_coat 1\n",
"home_theater 1\n",
"giant_panda 1\n",
"lawn_mower 1\n",
"komondor 1\n",
"seashore 1\n",
"snorkel 1\n",
"computer_keyboard 1\n",
"toaster 1\n",
"streetcar 1\n",
"pier 1\n",
"bucket 1\n",
"soccer_ball 1\n",
"water_buffalo 1\n",
"tiger 1\n",
"hair_spray 1\n",
"hummingbird 1\n",
"cowboy_boot 1\n",
"sock 1\n",
"purse 1\n",
"coral_fungus 1\n",
"jigsaw_puzzle 1\n",
"red_fox 1\n",
"cloak 1\n",
"quail 1\n",
"rifle 1\n",
"apron 1\n",
"triceratops 1\n",
"shovel 1\n",
"armadillo 1\n",
"Name: p2, Length: 405, dtype: int64"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Looking at the second image classification to see how it differs from the first.\n",
"image_predictions.p2.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"None 745\n",
"a 55\n",
"Charlie 12\n",
"Cooper 11\n",
"Lucy 11\n",
"Oliver 11\n",
"Penny 10\n",
"Lola 10\n",
"Tucker 10\n",
"Winston 9\n",
"Bo 9\n",
"the 8\n",
"Sadie 8\n",
"an 7\n",
"Toby 7\n",
"Bailey 7\n",
"Buddy 7\n",
"Daisy 7\n",
"Jax 6\n",
"Leo 6\n",
"Oscar 6\n",
"Scout 6\n",
"Dave 6\n",
"Milo 6\n",
"Koda 6\n",
"Bella 6\n",
"Jack 6\n",
"Rusty 6\n",
"Stanley 6\n",
"very 5\n",
" ... \n",
"Baron 1\n",
"Obie 1\n",
"Katie 1\n",
"Blakely 1\n",
"Mookie 1\n",
"Aubie 1\n",
"Trevith 1\n",
"Nida 1\n",
"Napolean 1\n",
"Stewie 1\n",
"Schnozz 1\n",
"Alf 1\n",
"Vince 1\n",
"Tycho 1\n",
"Grey 1\n",
"Jebberson 1\n",
"Cora 1\n",
"Terrenth 1\n",
"Hall 1\n",
"Harrison 1\n",
"Brutus 1\n",
"Chloe 1\n",
"Skittle 1\n",
"Ralphus 1\n",
"Duchess 1\n",
"Remus 1\n",
"Gunner 1\n",
"Ben 1\n",
"Snoopy 1\n",
"Bodie 1\n",
"Name: name, Length: 957, dtype: int64"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Looking at the different names and noticing that some do not make sense.\n",
"twitter_archive.name.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"262 Meet Indie. She's not a fan of baths but she's...\n",
"273 RT @dog_rates: This is Pipsy. He is a fluffbal...\n",
"320 Meet Chester (bottom) & Harold (top). They...\n",
"461 Say hello to Eugene & Patti Melt. No matte...\n",
"485 RT @dog_rates: Meet Beau & Wilbur. Wilbur ...\n",
"516 Meet Sam. She smiles 24/7 & secretly aspir...\n",
"799 Meet Roosevelt. He's preparing for takeoff. Ma...\n",
"889 Meet Maggie & Lila. Maggie is the doggo, L...\n",
"898 This is Lilli Bee & Honey Bear. Unfortunat...\n",
"976 Meet Jax & Jil. Jil is yelling the pledge ...\n",
"1104 Meet Buckley. His family & some neighbors ...\n",
"1179 Meet Sid & Murphy. Murphy floats alongside...\n",
"1199 Meet Jennifur. She's supposed to be navigating...\n",
"1222 Meet Travis and Flurp. Travis is pretty chill ...\n",
"1274 From left to right:\\nCletus, Jerome, Alejandro...\n",
"1366 Meet Rambo & Kiwi. Rambo's the pup with th...\n",
"1421 Meet Beau & Wilbur. Wilbur stole Beau's be...\n",
"1465 Meet Oliviér. He takes killer selfies. Has a d...\n",
"1481 This is Sadie and her 2 pups Shebang & Ruf...\n",
"1508 When bae says they can't go out but you see th...\n",
"1524 This is Lolo. She's America af. Behind in scie...\n",
"1538 Meet Fynn & Taco. Fynn is an all-powerful ...\n",
"1569 Meet Trooper & Maya. Trooper protects Maya...\n",
"1593 Say hello to Crimson. He's a Speckled Winnebag...\n",
"1621 Meet Bruiser & Charlie. They are the best ...\n",
"1646 Here we see a faulty pupper. Might need to rep...\n",
"1707 Great picture here. Dog on the right panicked ...\n",
"1763 Touching scene here. Really stirs up the emoti...\n",
"1795 Meet Tassy & Bee. Tassy is pretty chill, b...\n",
"1812 Say hello to Penny & Gizmo. They are pract...\n",
"1817 This is Godzilla pupper. He had a ruff childho...\n",
"1842 & this is Yoshi. Another world record cont...\n",
"1897 Meet Rufio. He is unaware of the pink legless ...\n",
"1899 Meet Jeb & Bush. Jeb is somehow stuck in t...\n",
"1901 Two gorgeous dogs here. Little waddling dog is...\n",
"1913 Meet Chesney. On the outside he stays calm &am...\n",
"1931 Meet Daisy. She has no eyes & her face has...\n",
"2031 When you try to recreate the scene from Lady &...\n",
"2037 This is the best thing I've ever seen so sprea...\n",
"2064 Meet Holly. She's trying to teach small human-...\n",
"2084 Say hello to Andy. He can balance on one foot,...\n",
"2096 Say hello to Gin & Tonic. They're having a...\n",
"2137 This is Ben & Carson. It's impossible for ...\n",
"2177 Here we have Pancho and Peaches. Pancho is a C...\n",
"2190 Meet Jaycob. He got scared of the vacuum. Hide...\n",
"2196 Say hello to Bobb. Bobb is a Golden High Fescu...\n",
"2207 This is Timofy. He's a pilot for Southwest. It...\n",
"2210 Say hello to Kallie. There was a tornado in th...\n",
"2216 This is Spark. He's nervous. Other dog hasn't ...\n",
"2232 These two dogs are Bo & Smittens. Smittens...\n",
"2246 This is Tedrick. He lives on the edge. Needs s...\n",
"2268 This is Dook & Milo. Dook is struggling to...\n",
"2293 This is Pipsy. He is a fluffball. Enjoys trave...\n",
"2306 These are Peruvian Feldspars. Their names are ...\n",
"Name: text, dtype: object"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Looking through the text to see how many lines contain &\n",
"twitter_archive.text[twitter_archive.text.str.contains('&')]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Assessing Data for this Project\n",
"\n",
"After gathering each of the above pieces of data, assess them visually and programmatically for quality and tidiness issues. Detect and document at least eight (8) quality issues and two (2) tidiness issues in your wrangle_act.ipynb Jupyter Notebook. To meet specifications, the issues that satisfy the Project Motivation (see the Key Points header on the previous page) must be assessed.\n",
"\n",
"#### List of Quality issues:\n",
"\n",
"1. Replace & amp; in text with just &.\n",
"\n",
"2. Convert id to string in tweet info dataframe.\n",
"\n",
"3. Rename tweet info id to tweet_id to merge it with the other two dataframes.\n",
"\n",
"4. Convert tweet_id to a string in image predictions dataframe.\n",
"\n",
"5. Convert tweet_id to a string in twitter archive dataframe.\n",
"\n",
"6. Convert datetime from string to datetime.\n",
"\n",
"7. Remove columns that contain no information, and the redundant dog stage columns.\n",
"\n",
"8. Some of the name records in Twitter Archive contain articles (the, an, a) instead of actual names. I will rename them to None for consistency.\n",
"\n",
"9. Remove retweets\n",
"\n",
"#### List of Tidiness Issues\n",
"\n",
"1. Merge all lists into a master list.\n",
"\n",
"2. Combine Dog Stages into one column.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cleaning Data\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Creating copies of the dataframe to clean\n",
"twitter_archive_clean = twitter_archive.copy()\n",
"image_predictions_clean = image_predictions.copy()\n",
"tweet_info_clean = tweet_info.copy()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"==================================================\n",
"\n",
"RangeIndex: 2356 entries, 0 to 2355\n",
"Data columns (total 17 columns):\n",
"tweet_id 2356 non-null int64\n",
"in_reply_to_status_id 78 non-null float64\n",
"in_reply_to_user_id 78 non-null float64\n",
"timestamp 2356 non-null object\n",
"source 2356 non-null object\n",
"text 2356 non-null object\n",
"retweeted_status_id 181 non-null float64\n",
"retweeted_status_user_id 181 non-null float64\n",
"retweeted_status_timestamp 181 non-null object\n",
"expanded_urls 2297 non-null object\n",
"rating_numerator 2356 non-null int64\n",
"rating_denominator 2356 non-null int64\n",
"name 2356 non-null object\n",
"doggo 2356 non-null object\n",
"floofer 2356 non-null object\n",
"pupper 2356 non-null object\n",
"puppo 2356 non-null object\n",
"dtypes: float64(4), int64(3), object(10)\n",
"memory usage: 313.0+ KB\n",
"==================================================\n",
"\n",
"RangeIndex: 2075 entries, 0 to 2074\n",
"Data columns (total 12 columns):\n",
"tweet_id 2075 non-null int64\n",
"jpg_url 2075 non-null object\n",
"img_num 2075 non-null int64\n",
"p1 2075 non-null object\n",
"p1_conf 2075 non-null float64\n",
"p1_dog 2075 non-null bool\n",
"p2 2075 non-null object\n",
"p2_conf 2075 non-null float64\n",
"p2_dog 2075 non-null bool\n",
"p3 2075 non-null object\n",
"p3_conf 2075 non-null float64\n",
"p3_dog 2075 non-null bool\n",
"dtypes: bool(3), float64(3), int64(2), object(4)\n",
"memory usage: 152.1+ KB\n",
"==================================================\n",
"\n",
"RangeIndex: 2346 entries, 0 to 2345\n",
"Data columns (total 3 columns):\n",
"id 2346 non-null int64\n",
"retweet_count 2346 non-null int64\n",
"favorite_count 2346 non-null int64\n",
"dtypes: int64(3)\n",
"memory usage: 55.1 KB\n",
"==================================================\n"
]
}
],
"source": [
"# Viewing a summary of all of the copied dataframes\n",
"\n",
"print(\"=\" * 50)\n",
"twitter_archive_clean.info()\n",
"print(\"=\" * 50)\n",
"image_predictions_clean.info()\n",
"print(\"=\" * 50)\n",
"tweet_info_clean.info()\n",
"print(\"=\" * 50)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Series([], Name: text, dtype: object)"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Quality Issue 1\n",
"# Replacing & with &. Then verifying code works as expected.\n",
"twitter_archive_clean['text'] = twitter_archive_clean['text'].str.replace('&','&')\n",
"twitter_archive_clean.text[twitter_archive_clean.text.str.contains('&')]"
]
},
{
"cell_type": "code",
"execution_count": 206,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"0 892420643555336193\n",
"1 892177421306343426\n",
"2 891815181378084864\n",
"3 891689557279858688\n",
"4 891327558926688256\n",
"5 891087950875897856\n",
"6 890971913173991426\n",
"7 890729181411237888\n",
"8 890609185150312448\n",
"9 890240255349198849\n",
"10 890006608113172480\n",
"11 889880896479866881\n",
"12 889665388333682689\n",
"13 889638837579907072\n",
"14 889531135344209921\n",
"15 889278841981685760\n",
"16 888917238123831296\n",
"17 888804989199671297\n",
"18 888554962724278272\n",
"19 888078434458587136\n",
"20 887705289381826560\n",
"21 887517139158093824\n",
"22 887473957103951883\n",
"23 887343217045368832\n",
"24 887101392804085760\n",
"25 886983233522544640\n",
"26 886736880519319552\n",
"27 886680336477933568\n",
"28 886366144734445568\n",
"29 886267009285017600\n",
" ... \n",
"2316 666411507551481857\n",
"2317 666407126856765440\n",
"2318 666396247373291520\n",
"2319 666373753744588802\n",
"2320 666362758909284353\n",
"2321 666353288456101888\n",
"2322 666345417576210432\n",
"2323 666337882303524864\n",
"2324 666293911632134144\n",
"2325 666287406224695296\n",
"2326 666273097616637952\n",
"2327 666268910803644416\n",
"2328 666104133288665088\n",
"2329 666102155909144576\n",
"2330 666099513787052032\n",
"2331 666094000022159362\n",
"2332 666082916733198337\n",
"2333 666073100786774016\n",
"2334 666071193221509120\n",
"2335 666063827256086533\n",
"2336 666058600524156928\n",
"2337 666057090499244032\n",
"2338 666055525042405380\n",
"2339 666051853826850816\n",
"2340 666050758794694657\n",
"2341 666049248165822465\n",
"2342 666044226329800704\n",
"2343 666033412701032449\n",
"2344 666029285002620928\n",
"2345 666020888022790149\n",
"Name: tweet_id, Length: 2346, dtype: object"
]
},
"execution_count": 206,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Quality Issue 2 and 3\n",
"# Changing id to tweet_id and converting it to string datatype\n",
"\n",
"tweet_info_clean['id'] = tweet_info_clean['id'].astype(str)\n",
"tweet_info_clean.rename(columns={'id': 'tweet_id'}, inplace=True)\n",
"# Resources: https://stackoverflow.com/questions/11346283/renaming-columns-in-pandas\n",
"tweet_info_clean[\"tweet_id\"]"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 2346 entries, 0 to 2345\n",
"Data columns (total 3 columns):\n",
"id 2346 non-null int64\n",
"retweet_count 2346 non-null int64\n",
"favorite_count 2346 non-null int64\n",
"dtypes: int64(3)\n",
"memory usage: 55.1 KB\n"
]
}
],
"source": [
"# Quality Issue 4\n",
"# We need to convert tweet id from a number to a string.\n",
"image_predictions_clean['tweet_id'] = image_predictions_clean['tweet_id'].astype(str)\n",
"tweet_info_clean.info()"
]
},
{
"cell_type": "code",
"execution_count": 224,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 2356 entries, 0 to 2355\n",
"Data columns (total 17 columns):\n",
"tweet_id 2356 non-null object\n",
"in_reply_to_status_id 78 non-null float64\n",
"in_reply_to_user_id 78 non-null float64\n",
"timestamp 2356 non-null object\n",
"source 2356 non-null object\n",
"text 2356 non-null object\n",
"retweeted_status_id 181 non-null float64\n",
"retweeted_status_user_id 181 non-null float64\n",
"retweeted_status_timestamp 181 non-null object\n",
"expanded_urls 2297 non-null object\n",
"rating_numerator 2356 non-null int64\n",
"rating_denominator 2356 non-null int64\n",
"name 2356 non-null object\n",
"doggo 2356 non-null object\n",
"floofer 2356 non-null object\n",
"pupper 2356 non-null object\n",
"puppo 2356 non-null object\n",
"dtypes: float64(4), int64(2), object(11)\n",
"memory usage: 313.0+ KB\n"
]
}
],
"source": [
"# Quality Issue 5\n",
"# We need to convert tweet id from a number to a string.\n",
"twitter_archive_clean['tweet_id'] = twitter_archive_clean['tweet_id'].astype(str)\n",
"twitter_archive_clean.info()"
]
},
{
"cell_type": "code",
"execution_count": 207,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Int64Index: 4528 entries, 0 to 4708\n",
"Data columns (total 22 columns):\n",
"tweet_id 4528 non-null object\n",
"retweet_count 2346 non-null float64\n",
"favorite_count 2346 non-null float64\n",
"timestamp 2175 non-null datetime64[ns]\n",
"source 2175 non-null object\n",
"text 2175 non-null object\n",
"expanded_urls 2117 non-null object\n",
"rating_numerator 2175 non-null float64\n",
"rating_denominator 2175 non-null float64\n",
"name 2175 non-null object\n",
"jpg_url 2075 non-null object\n",
"p1 2075 non-null object\n",
"p1_conf 2075 non-null float64\n",
"p1_dog 2075 non-null object\n",
"p2 2075 non-null object\n",
"p2_conf 2075 non-null float64\n",
"p2_dog 2075 non-null object\n",
"p3 2075 non-null object\n",
"p3_conf 2075 non-null float64\n",
"p3_dog 2075 non-null object\n",
"dog_stage 2175 non-null object\n",
"total_rating 2175 non-null float64\n",
"dtypes: datetime64[ns](1), float64(8), object(13)\n",
"memory usage: 973.6+ KB\n"
]
}
],
"source": [
"# Tidiness Issue 1\n",
"# Merging all three dataframes\n",
"tweet_merge_clean = pd.merge(tweet_info_clean, twitter_archive_clean, on='tweet_id', how='outer')\n",
"tweet_merge_clean = pd.merge(tweet_merge_clean, image_predictions_clean, on='tweet_id', how='outer')\n",
"tweet_merge_clean.info()"
]
},
{
"cell_type": "code",
"execution_count": 204,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"0 NaT\n",
"1 NaT\n",
"2 NaT\n",
"3 NaT\n",
"4 NaT\n",
"5 NaT\n",
"6 NaT\n",
"7 NaT\n",
"8 NaT\n",
"9 NaT\n",
"10 NaT\n",
"11 NaT\n",
"12 NaT\n",
"13 NaT\n",
"14 NaT\n",
"15 NaT\n",
"16 NaT\n",
"17 NaT\n",
"18 NaT\n",
"19 NaT\n",
"20 NaT\n",
"21 NaT\n",
"22 NaT\n",
"23 NaT\n",
"24 NaT\n",
"25 NaT\n",
"26 NaT\n",
"27 NaT\n",
"28 NaT\n",
"29 NaT\n",
" ... \n",
"4679 2015-11-16 19:31:45\n",
"4680 2015-11-16 16:37:02\n",
"4681 2015-11-16 16:11:11\n",
"4682 2015-11-16 15:14:19\n",
"4683 2015-11-16 14:57:41\n",
"4684 2015-11-16 04:02:55\n",
"4685 2015-11-16 03:55:04\n",
"4686 2015-11-16 03:44:34\n",
"4687 2015-11-16 03:22:39\n",
"4688 2015-11-16 02:38:37\n",
"4689 2015-11-16 01:59:36\n",
"4690 2015-11-16 01:52:02\n",
"4691 2015-11-16 01:22:45\n",
"4692 2015-11-16 01:01:59\n",
"4693 2015-11-16 00:55:59\n",
"4694 2015-11-16 00:49:46\n",
"4695 2015-11-16 00:35:11\n",
"4696 2015-11-16 00:30:50\n",
"4697 2015-11-16 00:24:50\n",
"4698 2015-11-16 00:04:52\n",
"4699 2015-11-15 23:21:54\n",
"4700 2015-11-15 23:05:30\n",
"4701 2015-11-15 22:32:08\n",
"4702 NaT\n",
"4703 NaT\n",
"4704 NaT\n",
"4705 NaT\n",
"4706 NaT\n",
"4707 NaT\n",
"4708 NaT\n",
"Name: timestamp, Length: 4528, dtype: datetime64[ns]"
]
},
"execution_count": 204,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Quality Issue 6\n",
"# Converting to datetime\n",
"tweet_merge_clean['timestamp'] = pd.to_datetime(tweet_merge_clean['timestamp'], infer_datetime_format=True)\n",
"tweet_merge_clean.timestamp"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"None 1831\n",
"Pupper 224\n",
"Doggo 75\n",
"Puppo 24\n",
"Doggo and Pupper 10\n",
"Floofer 9\n",
"Doggo and Puppo 1\n",
"Doggo and Floofer 1\n",
"Name: dog_stage, dtype: int64"
]
},
"execution_count": 203,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Tidiness Issue 2\n",
"# I will be merging all the dog stage columns into one column.\n",
"tweet_merge_clean['dog_stage'] = tweet_merge_clean.apply(lambda row: row['doggo'] + row['floofer'] + row['pupper'] + row['puppo'], axis=1)\n",
"# Running a value count on the dog stage column.\n",
"tweet_merge_clean.dog_stage.value_counts()\n",
"\n",
"# Resources https://stackoverflow.com/questions/34023918/make-new-column-in-panda-dataframe-by-adding-values-from-other-columns\n",
"# Results in a new column named dog_stage that is a result of the 4 columns combined"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Tidiness Issue 2\n",
"# Replacing all the values in dog stage into easier to understand terms.\n",
"dogstage_replace_values = {'NoneNoneNoneNone' : \"None\", \"doggoNoneNoneNone\" : \"Doggo\", \n",
" \"NoneflooferNoneNone\" : \"Floofer\", \n",
" \"NoneNonepupperNone\" : \"Pupper\", \n",
" \"NoneNoneNonepuppo\" : \"Puppo\", \n",
" \"doggoNonepupperNone\" : \"Doggo and Pupper\", \n",
" \"doggoflooferNoneNone\" : \"Doggo and Floofer\", \n",
" \"doggoNoneNonepuppo\" : \"Doggo and Puppo\"}\n",
"tweet_merge_clean = tweet_merge_clean.replace({\"dog_stage\": dogstage_replace_values}) \n",
"tweet_merge_clean.dog_stage.value_counts()\n",
"\n",
"# Resources: https://stackoverflow.com/questions/22100130/pandas-replace-multiple-values-one-column"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Quality Issue 7\n",
"# Dropping the 4 redundant columns, 3 empty columns, img_num and both in reply columns\n",
"tweet_merge_clean = tweet_merge_clean.drop(['doggo', 'floofer', 'pupper', \n",
" 'puppo', \"retweeted_status_id\", \"retweeted_status_user_id\", \"retweeted_status_timestamp\", \n",
" 'in_reply_to_status_id', 'in_reply_to_user_id', 'img_num'], axis=1)\n"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"None 680\n",
"a 55\n",
"Lucy 11\n",
"Charlie 11\n",
"Oliver 10\n",
"Cooper 10\n",
"Tucker 9\n",
"Penny 9\n",
"Lola 8\n",
"Winston 8\n",
"the 8\n",
"Sadie 8\n",
"Daisy 7\n",
"Toby 7\n",
"Bo 6\n",
"Bailey 6\n",
"Bella 6\n",
"an 6\n",
"Jax 6\n",
"Oscar 6\n",
"Koda 6\n",
"Stanley 6\n",
"Chester 5\n",
"Bentley 5\n",
"Milo 5\n",
"Leo 5\n",
"Dave 5\n",
"Louis 5\n",
"Scout 5\n",
"Rusty 5\n",
" ... \n",
"Vinscent 1\n",
"by 1\n",
"Dunkin 1\n",
"Sailer 1\n",
"Chloe 1\n",
"Brutus 1\n",
"Hall 1\n",
"Napolean 1\n",
"Terrance 1\n",
"Robin 1\n",
"Cal 1\n",
"Shaggy 1\n",
"Derby 1\n",
"Kloey 1\n",
"Corey 1\n",
"Trip 1\n",
"Antony 1\n",
"Nida 1\n",
"Rizzy 1\n",
"Stewie 1\n",
"Schnozz 1\n",
"Alf 1\n",
"Vince 1\n",
"Tycho 1\n",
"Grey 1\n",
"Hercules 1\n",
"Cora 1\n",
"Terrenth 1\n",
"Leela 1\n",
"Bodie 1\n",
"Name: name, Length: 956, dtype: int64"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Quality Issue 8\n",
"tweet_merge_clean.name.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Quality Issue 8\n",
"# Looking at name I will change a, the, an, and very to None\n",
"name_replace_values = {'a' : \"None\", \"the\" : \"None\", \"an\" : \"None\", \"very\" : \"None\"}\n",
"tweet_merge_clean = tweet_merge_clean.replace({\"name\": name_replace_values}) \n",
"\n",
"# Resources: https://stackoverflow.com/questions/22100130/pandas-replace-multiple-values-one-column"
]
},
{
"cell_type": "code",
"execution_count": 205,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Int64Index: 4528 entries, 0 to 4708\n",
"Data columns (total 22 columns):\n",
"tweet_id 4528 non-null object\n",
"retweet_count 2346 non-null float64\n",
"favorite_count 2346 non-null float64\n",
"timestamp 2175 non-null datetime64[ns]\n",
"source 2175 non-null object\n",
"text 2175 non-null object\n",
"expanded_urls 2117 non-null object\n",
"rating_numerator 2175 non-null float64\n",
"rating_denominator 2175 non-null float64\n",
"name 2175 non-null object\n",
"jpg_url 2075 non-null object\n",
"p1 2075 non-null object\n",
"p1_conf 2075 non-null float64\n",
"p1_dog 2075 non-null object\n",
"p2 2075 non-null object\n",
"p2_conf 2075 non-null float64\n",
"p2_dog 2075 non-null object\n",
"p3 2075 non-null object\n",
"p3_conf 2075 non-null float64\n",
"p3_dog 2075 non-null object\n",
"dog_stage 2175 non-null object\n",
"total_rating 2175 non-null float64\n",
"dtypes: datetime64[ns](1), float64(8), object(13)\n",
"memory usage: 973.6+ KB\n"
]
}
],
"source": [
"# Quality Issue 9\n",
"# Clearing out the retweets\n",
"tweet_merge_clean = tweet_merge_clean[tweet_merge_clean['retweeted_status_id'].isnull()]\n",
"tweet_merge_clean.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Storing, Analyzing, and Visualizing Data for this Project\n",
"\n",
"Store the clean DataFrame(s) in a CSV file with the main one named twitter_archive_master.csv. If additional files exist because multiple tables are required for tidiness, name these files appropriately. Additionally, you may store the cleaned data in a SQLite database (which is to be submitted as well if you do).\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Saving cleaned dataframe to csv file.\n",
"tweet_merge_clean.to_csv('twitter_archive_master.csv')"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"total_rating = tweet_merge_clean['rating_numerator'] / tweet_merge_clean['rating_denominator']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analyze and visualize your wrangled data in your wrangle_act.ipynb Jupyter Notebook. At least three (3) insights and one (1) visualization must be produced.\n",
"\n",
"### Insights"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Insight 1 \n",
"# I wanted to find out which dogs breeds were identified the most via the neural network.\n",
"breeds = tweet_merge_clean.groupby(by='p1')"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Breed | \n",
" Count | \n",
" Favorite Count | \n",
" Retweet Count | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" Pug | \n",
" 57 | \n",
" 5554.105263 | \n",
" 1949.754386 | \n",
"
\n",
" \n",
" 1 | \n",
" Chihuahua | \n",
" 83 | \n",
" 8484.135802 | \n",
" 3022.543210 | \n",
"
\n",
" \n",
" 2 | \n",
" Pembroke | \n",
" 89 | \n",
" 11299.897727 | \n",
" 3157.795455 | \n",
"
\n",
" \n",
" 3 | \n",
" Labrador | \n",
" 100 | \n",
" 11108.120000 | \n",
" 4206.930000 | \n",
"
\n",
" \n",
" 4 | \n",
" Golden Retriever | \n",
" 150 | \n",
" 11383.409396 | \n",
" 3843.255034 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Breed Count Favorite Count Retweet Count\n",
"0 Pug 57 5554.105263 1949.754386\n",
"1 Chihuahua 83 8484.135802 3022.543210\n",
"2 Pembroke 89 11299.897727 3157.795455\n",
"3 Labrador 100 11108.120000 4206.930000\n",
"4 Golden Retriever 150 11383.409396 3843.255034"
]
},
"execution_count": 151,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Insight 1\n",
"# I then organized it by the top 5 identified breeds\n",
"\n",
"top_breeds = breeds.agg({'p1': 'count', 'favorite_count': 'mean', 'retweet_count': 'mean'}).sort_values('p1')[-5:]\n",
"top_breeds = top_breeds.rename(columns={'p1':'Count', 'favorite_count':'Favorite Count', 'retweet_count':'Retweet Count'})\n",
"top_breeds = top_breeds.reset_index()\n",
"top_breeds = top_breeds.rename(columns={'p1':'Breed'})\n",
"\n",
"breed_replace_values = {'pug': 'Pug', 'Labrador_retriever': 'Labrador', 'golden_retriever':'Golden Retriever'}\n",
"top_breeds = top_breeds.replace({\"Breed\": breed_replace_values}) \n",
"top_breeds\n",
"\n",
"# Resources: https://pandas.pydata.org/pandas-docs/stable/generated/pandas.core.groupby.DataFrameGroupBy.agg.html"
]
},
{
"cell_type": "code",
"execution_count": 266,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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GoE2bNmjYsCH279+PuLi4uyZad+Pk5ISZM2fi9ddfx7/+9S88++yzaNmyJWbPno3XXnsN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\nN7YAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Insight 2\n",
"# As we see from the scatterplot below there appears to be a positive linear relationship between the number \n",
"# of retweets and favorites that a picture has.\n",
"\n",
"# Scatterplot favorite_count vs retweet_count\n",
"plt.scatter(x=tweet_merge_clean['favorite_count'], y=tweet_merge_clean['retweet_count'])\n",
"plt.xlabel('Favorite Count');\n",
"plt.ylabel('Retweet Count');\n",
"plt.title('Favorite Count vs Retweet Count');\n",
"plt.style.use('default')\n",
"plt.show()\n",
"#plt.savefig('favretweet.png')\n",
"plt.gcf().clear()\n"
]
},
{
"cell_type": "code",
"execution_count": 275,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" tweet_id retweet_count favorite_count timestamp source text \\\n",
"407 822872901745569793 49733.0 143493.0 NaT NaN NaN \n",
"1029 744234799360020481 78386.0 129565.0 NaT NaN NaN \n",
"528 807106840509214720 61978.0 123976.0 NaT NaN NaN \n",
"\n",
" expanded_urls rating_numerator rating_denominator name ... \\\n",
"407 NaN NaN NaN NaN ... \n",
"1029 NaN NaN NaN NaN ... \n",
"528 NaN NaN NaN NaN ... \n",
"\n",
" p1_conf p1_dog p2 p2_conf p2_dog p3 \\\n",
"407 0.196015 True Labrador_retriever 0.160329 True Irish_terrier \n",
"1029 0.825333 True ice_bear 0.044681 False whippet \n",
"528 0.505370 True Pomeranian 0.120358 True toy_terrier \n",
"\n",
" p3_conf p3_dog dog_stage total_rating \n",
"407 0.069126 True NaN NaN \n",
"1029 0.018442 True NaN NaN \n",
"528 0.077008 True NaN NaN \n",
"\n",
"[3 rows x 22 columns]\n"
]
},
{
"data": {
"image/jpeg": 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YqxcjmId9nK6vG9MIef5Nep47ayfa4Uw2nDVWfXi4taRbHUIavDvnq6S/NcluuxggjNZw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Ij/Zu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\nbsreF80RT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Ov9xse7tJv0TnbjGJOcE5wPqM8XIay/+4Ozzx49K8Mq7ntvDRdmju/bRZ/u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pER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\naQFC9JKhjqZK0M91v7LEqF2WMSoY3m3hRbhXFzWoiHE98IdvyRM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aRaW0hkwcuRua6wYD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VePVOBsngAa/kjVfPYJ76mQ0fqnQ6S7bopdMBBzA1lED0dUHNnKlCiMxj6n/ZDN0YRLDa1c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\n3UnjToU08MmNSEG1HOpBmGU2thrU/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gO1Ds/oqVIgkBzsT22Ra20gSCQNOydxqetPVBvo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\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SswS0EvRHqitlQORLlvO6sEvKYey4FqhscGVTEb7f1OaRyfZ5YjBGXW4mFIoqxL60AiDY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IesUiZEKDmIAl85DDJsBe/MYBXMGL0GhluWG2Pgl8zjqwThQEoWk+995E2WWkZhydCVir0t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\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dHjFqeTAUmXkHXxgP2uDxi1dmo+MABkoB2d0adOL/ACI9FzWzeMQnXYF2PY44ZpTNyEn6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\n",
"text/plain": [
""
]
},
"execution_count": 275,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Insight 3\n",
"# I sorted via the 3 largest numbers in favorite count and then looked up the picture of the dog with the largest \n",
"# favorite count and placed it below.\n",
"\n",
"print (tweet_merge_clean.nlargest(3, 'favorite_count'))\n",
"Image(\"https://pbs.twimg.com/media/C2tugXLXgAArJO4.jpg\")\n",
"#Resources: https://stackoverflow.com/questions/16958499/sort-pandas-dataframe-and-print-highest-n-values"
]
},
{
"cell_type": "code",
"execution_count": 274,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" tweet_id retweet_count favorite_count timestamp source text \\\n",
"1029 744234799360020481 78386.0 129565.0 NaT NaN NaN \n",
"528 807106840509214720 61978.0 123976.0 NaT NaN NaN \n",
"808 770743923962707968 51607.0 0.0 NaT NaN NaN \n",
"\n",
" expanded_urls rating_numerator rating_denominator name ... \\\n",
"1029 NaN NaN NaN NaN ... \n",
"528 NaN NaN NaN NaN ... \n",
"808 NaN NaN NaN NaN ... \n",
"\n",
" p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf \\\n",
"1029 0.825333 True ice_bear 0.044681 False whippet 0.018442 \n",
"528 0.505370 True Pomeranian 0.120358 True toy_terrier 0.077008 \n",
"808 NaN NaN NaN NaN NaN NaN NaN \n",
"\n",
" p3_dog dog_stage total_rating \n",
"1029 True NaN NaN \n",
"528 True NaN NaN \n",
"808 NaN NaN NaN \n",
"\n",
"[3 rows x 22 columns]\n"
]
},
{
"data": {
"image/jpeg": 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WIyfyoon44xohf30Q0VzTIz/coyE9a5owe71ISX2LEy9a4zl6EDIxsXForh03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\n6hNPGybvpP5TRNk3zSDTcRzP/9k=\n",
"text/plain": [
""
]
},
"execution_count": 274,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Insight 4\n",
"#I sorted via the 3 largest numbers in retweet count and then looked up the picture of the dog with the largest \n",
"#retweet count and placed it below. \n",
"\n",
"print (tweet_merge_clean.nlargest(3, 'retweet_count'))\n",
"Image(\"https://pbs.twimg.com/ext_tw_video_thumb/744234667679821824/pu/img/1GaWmtJtdqzZV7jy.jpg\")\n",
"#Resources: https://stackoverflow.com/questions/16958499/sort-pandas-dataframe-and-print-highest-n-values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualization"
]
},
{
"cell_type": "code",
"execution_count": 259,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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3qkOHDmG3z58/X8OHD9dDDz2kkSNHau7cuYe0DAAAJD5bSkufPn2UlZUVdlt1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\n+lNj85pUWFioyZMnq1u3bt+4bnl5uW6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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualization from Insight 1\n",
"# I created the visualization below to display the 5 most popular dog breeds identified by neural network. \n",
"y_pos = np.arange(len(top_breeds))\n",
"x_pos = top_breeds.Count\n",
" \n",
"plt.bar(y_pos, x_pos, align='center', alpha=0.5)\n",
"plt.xticks(y_pos, top_breeds.Breed)\n",
"plt.ylabel('Count')\n",
"plt.title('Top Identified Dog Breed')\n",
"plt.style.use('bmh')\n",
"#plt.savefig('breed.png') \n",
"plt.show()\n",
"plt.gcf().clear()\n",
"# Resources: https://pythonspot.com/matplotlib-bar-chart/"
]
},
{
"cell_type": "code",
"execution_count": 276,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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GoE2bNmjYsCH279+PuLi4uyZad+Pk5ISZM2fi9ddfx7/+9S88++yzaNmyJWbPno3XXnsN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\nN7YAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualization from Insight 2\n",
"plt.scatter(x=tweet_merge_clean['favorite_count'], y=tweet_merge_clean['retweet_count'])\n",
"plt.xlabel('Favorite Count');\n",
"plt.ylabel('Retweet Count');\n",
"plt.title('Favorite Count vs Retweet Count');\n",
"plt.style.use('default')\n",
"plt.show()\n",
"#plt.savefig('favretweet.png')\n",
"plt.gcf().clear()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reporting for this Project\n",
"Create a 300-600 word written report called wrangle_report.pdf that briefly describes your wrangling efforts. This is to be framed as an internal document.\n",
"\n",
"Create a 250-word-minimum written report called act_report.pdf that communicates the insights and displays the visualization(s) produced from your wrangled data. This is to be framed as an external document, like a blog post or magazine article, for example.\n",
"\n",
"Both of these documents can be created in separate Jupyter Notebooks using the Markdown functionality of Jupyter Notebooks, then downloading those notebooks as PDF files (see image below). You might prefer to use a word processor like Google Docs or Microsoft Word, however."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}