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February 22, 2022

In this assignment, you will investigate UFO data over the last century to gain some insight. Please use all the technique

computer science

 I had attached the ufo_sightings_large.csv

  • In this assignment, you will investigate UFO data over the last century to gain some insight.
  • Please use all the techniques we have learned in the class to preprocesss/clean the datasetufo_sightings_large.csv
    .
  • After the dataset is preprocessed, please split the dataset into training sets and test sets
  • Fit KNN to the training sets.
  • Print the score of KNN on the test sets

 

1. Import dataset "ufo_sightings_large.csv" in pandas (5 points)

 

2. Checking column types & Converting Column types (10 points)

Take a look at the UFO dataset's column types using the dtypes attribute. Please convert the column types to the proper types. For example, the date column, which can be transformed into the datetime type. That will make our feature engineering efforts easier later on.

 

3. Dropping missing data (10 points)

Let's remove some of the rows where certain columns have missing values.

 

4. Extracting numbers from strings (10 points)

The length_of_time column in the UFO dataset is a text field that has the number of minutes within the string. Here, you'll extract that number from that text field using regular expressions.

In [ ]:

​ 

5. Identifying features for standardization (10 points)

In this section, you'll investigate the variance of columns in the UFO dataset to determine which features should be standardized. You can log normlize the high variance column.

 

6. Encoding categorical variables (20 points)

There are couple of columns in the UFO dataset that need to be encoded before they can be modeled through scikit-learn. You'll do that transformation here, using both binary and one-hot encoding methods.

 

7. Text vectorization (10 points)

Let's transform the desc column in the UFO dataset into tf/idf vectors, since there's likely something we can learn from this field.

 

8. Selecting the ideal dataset (10 points)

Let's get rid of some of the unnecessary features.

 

9. Split the X and y using train_test_split, setting stratify = y (5 points)

In [9]:

X = ufo.drop(["type"],axis = 1)
y = ufo["type"].astype(str)
​

 

10. Fit knn to the training sets and print the score of knn on the test sets (5 points)

In [1]:

from sklearn.neighbors import KNeighborsClassifier
knn = KNeighborsClassifier(n_neighbors=5)
# Fit knn to the training sets
knn.fit(train_X, train_y)
# Print the score of knn on the test sets
print(knn.score(test_X, test_y))

  • attachment

    ufo_sightings_large.csv

  • attachment

    HW2.ipynb

date city state country type seconds length_of_time desc recorded lat long
11/3/2011 19:21 woodville wi us unknown 1209600.0 2 weeks Red blinking objects similar to airplanes or stars that does not move newly appeared in sky two weeks ago. 12/12/2011 44.9530556 -92.2911111
10/3/2004 19:05 cleveland oh us circle 30.0 30sec. Many fighter jets flying towards UFO 10/27/2004 41.4994444 -81.69555559999999
9/25/2009 21:00 coon rapids mn us cigar 0.0 Green&#44 red&#44 and blue pulses of light that stayed stationary in one spot for several hours with no movement. 12/12/2009 45.1200000 -93.2875
11/21/2002 05:45 clemmons nc us triangle 300.0 about 5 minutes It was a large&#44 triangular shaped flying object. 12/23/2002 36.0213889 -80.3822222
8/19/2010 12:55 calgary (canada) ab ca oval 0.0 2 A white spinning disc in the shape of an oval. 8/24/2010 51.083333 -114.08333300000001
6/16/2012 23:00 san diego ca us light 600.0 10 minutes Dancing lights that would fly around and then merge into one light 7/4/2012 32.7152778 -117.1563889
7/12/2009 21:30 duluth mn us oval 600.0 total? maybe around 10 mi A minor amber color trail&#44 (from where we were) extremely slow movement&#44 and an odd amber coloration like the "Phoenix Lights". 3/13/2012 46.7833333 -92.10638890000001
10/20/2008 18:30 fairfield tx us other 0.0 several sightings from 10 Multiple sightings in Central Texas (Freestone County area) 1/10/2009 31.7244444 -96.165
6/9/2013 00:00 oakville (canada) on ca light 120.0 2 minutes Brilliant orange light or chinese lantern at or less than 1000 ft moving east to west across Oakville&#44 Ontario midnight&#44 June 9th 2013 7/3/2013 43.433333 -79.666667
4/26/2013 23:27 lacey wa us light 120.0 2 minutes Bright red light moving north to north west from the horizon till it disapeared behind the clouds. 5/15/2013 47.0344444 -122.8219444
9/13/2013 20:30 ben avon pa us sphere 300.0 5 minutes North-east moving south-west. First 7 or so light craft&#44 then a half dozen stragglers. They were surely not planes&#44 nor Chinese lantern 9/30/2013 40.5080556 -80.08333329999999
2/13/2013 21:00 mcminnville or us sphere 600.0 10 minutes Large bright ball of light moving slowly. 2/18/2013 45.2102778 -123.1975
5/20/2012 00:00 east sandwich ma us rectangle 120.0 2 min 4 rectangle bright orange lights in sky in east sandwich&#44 lasted about 2 minutes&#44 basically lights were in 4 corners&#44 never saw it come 5/29/2012 41.7416667 -70.45222220000001
6/2/2011 22:05 auburn wa us other 30.0 30 seconds Last night I went out on my porch for a cigarette and looked up at the clouds when out of nowhere because I did not see a cloud there c 6/3/2011 47.3075000 -122.2272222
9/1/1999 20:30 suisun ca formation 180.0 <3min Travelling west to east viewed w/binoculars -two groups-silvery white-sparkles 10/2/1999 0 0.0
9/4/2013 21:50 sault ste. marie (canada) on circle 300.0 5 minutes Stationary&#44 multicolored&#44 circular moving lights&#44 met by another object which raised to meet it and then it too displayed the lights. 9/9/2013 46.521858 -84.34609
5/24/2011 22:15 san leandro ca us triangle 10.0 10 seconds UFO San Leandro California 5/29/2011 37.7250000 -122.155
5/15/1993 02:30 florence ms us fireball 5.0 5 sec green fireball w/long tail came straight down&#44 when object reached horizon&#44 was big flash like a huge explosion lit the whole sky for 1 11/20/2002 32.1533333 -90.1311111
6/22/2009 21:00 emerald bay catalina island ca circle 300.0 5 minutes A ufo was going around the sky then a uso watched us for a couple minutes. 4/13/2010 33.387886 -118.41631000000001
9/22/2008 17:40 springfield or us light 60.0 1 min Small Bright light moving across sector of sky then quickly disappearing 1/10/2009 44.0463889 -123.02083329999999
11/15/1984 18:00 north platte ne us other 300.0 5 minutes UFO follows train tracks 11/28/2007 41.1238889 -100.765
3/11/2010 19:00 carlisle pa us triangle 900.0 aprox. 15 min. Triangle-shaped object above suburban area flying low with no sound&#44 bright lights&#44 and hovering motion. 4/13/2010 40.2013889 -77.1891667
2/15/1931 14:00 holyoke (6-8 miles southwest of) co us oval 60.0 1minute In the winter of 1931&#44 I saw a flying machine (UFO) as I was riding on a horse in the draw of a pasture. 6/18/2004 40.5844444 -102.3019444
12/9/1999 21:50 scottsdale az us changing 120.0 2 minutes At 10 minutes to 10 PM on 12/9/99 in Scottsdale&#44 Arizona I saw something that I have never seen before. Traveling North West above the 12/16/1999 33.5091667 -111.89833329999999
7/17/2006 23:00 rio grande (puerto rico) light 7.0 7 seconds STRANGE LIGHT THAT MADE MY LIFE&#44 AND WORLD TO LOOK DIFERENT TO MY EYES. 4/27/2007 0 0.0
10/27/2010 18:20 new kent county va us disk 180.0 3 min Ojects over the trees on interstate 64 1/5/2011 37.5175000 -76.97916670000001
2/2/1999 06:39 rancho cucamonga ca us fireball 10.0 10 sec. Bright fireball that seemed to stay stationary in the Northwestern part of the sky above the San Gabriel mountains Mt. Baldy area for a 2/16/1999 34.1063889 -117.59222220000001
4/24/2003 21:55 houston/quick/telkwa (canada) bc sphere 0.0 different periods HBCCUFO CANADIAN REPORT: Northern British Columbia Glowing Sphere In 3 Communities witnessed by 5 people. 5/9/2003 54.695016 -127.04761
6/13/2002 22:15 hayward ca us circle 600.0 5 or 10 min. My kids and I witnessed a round black object in the sky&#44 that moved drastically at night with unbelievable disbelief. 1/17/2004 37.6688889 -122.0797222
4/24/2006 00:36 dallesport wa us changing 2400.0 40 min. egg-shaped UFO in south central Washington looked like a carnival ride in the sky 5/15/2006 45.6175000 -121.17833329999999
3/27/2008 21:35 raleigh nc us triangle 15.0 15 seconds Large triangle shaped object with 2 lights flying low to the ground over a major highway 3/31/2008 35.7719444 -78.63888890000001
6/19/2009 01:00 custar oh us circle 0.0 i dont know we were hidin it was circle with bright yellow and red lights 8/5/2009 41.2847222 -83.8444444
8/20/1972 19:00 milwaukie or us light 300.0 5:00 An unseen&#44 low-flying object was emitting a beam of light on the ground coming towards us. 11/28/2007 45.4463889 -122.63805559999999
11/13/2012 18:00 lewistown mt us fireball 300.0 5 minutes Orange glow object in Central Montana 11/19/2012 47.0625000 -109.4275
1/25/1988 04:00 duluth mn us triangle 0.0 unknown In the early morning on a winter day when I was younger&#44 my friends and I had a sleep over&#44 and one of my friends had a paper route&#44 so 11/19/1998 46.7833333 -92.10638890000001
7/7/2000 01:45 frederick md us sphere 300.0 5 minutes Bright metalic sphere rotating fast in a circular pattern. 5/15/2013 39.4141667 -77.4108333
8/28/1966 00:00 grovertown in us cigar 10.0 10 sec did i see rockets flying over my house 12/23/2002 41.3750000 -86.5047222
2/22/2014 18:55 virginia beach va us circle 2.0 2 seconds One bright traveling light splits into two in Virginia Beach sky. 2/27/2014 36.8527778 -75.9783333
12/13/1998 23:00 baton rouge la us light 5.0 about 5 sec It was a long light&#44 blue with a purpleish tint. Resembled a shooting star&#44 but appeared and disappeared but ended before the horizon. 1/28/1999 30.4505556 -91.1544444
12/7/2012 00:45 colorado springs co us fireball 5.0 5 seconds Fast moving yellow/green glowing fire ball with comet trail in Colorado Springs&#44 &quot;lands&quot; at Air Force Academy. 12/20/2012 38.8338889 -104.8208333
7/20/1976 21:00 new gulf tx triangle 900.0 10-15 minutes we were driving around town.there is a golf course and one of the holes is close to the road.when all of a suuden as we were passing by 12/12/2009 29.271532 -95.88584399999999
6/30/1953 15:00 kelso (cowlitz co. hills) wa us oval 300.0 5 min. Three UFO&#39s witnessed by local people in the northwest U.S. in the early 1950s still unexplained. 8/7/2007 46.1469444 -122.9072222
7/1/1996 12:00 yakima wa us 1200.0 20 min Man and childern view silver/blue reflective obj. in W sky traveling N very quickly. Appears to not be plane. 11/2/1999 46.6022222 -120.5047222
8/19/1999 19:45 lavergne tn sphere 300.0 5 min Strange satellite behavior observed over Tennessee. 4/28/2001 36.042343 -86.54985400000001
9/21/2008 19:15 tailen bend (south australia) au diamond 300.0 5 minutes On Sunday the 21st of Semptember 2008&#44 7:30 at night 10/31/2008 -35.252258 139.45546000000002
4/10/2011 23:00 stockton ca us light 900.0 15 min. unexplainable. 5/2/2011 37.9577778 -121.2897222
10/10/2012 10:15 bridgeport ct us circle 630.0 10:30 A Bright light that is a UFO 10/30/2012 41.1669444 -73.20527779999999
8/15/1996 01:00 burlington ct us light 600.0 10 min. plus it was a cool evening when i walked out on to the balcony. i always loved looking up at the sky at night. on this particular night i 12/9/2003 41.7691667 -72.965
6/1/1974 04:30 cebu city (philippines) unknown 300.0 five (5) minutes A huge craft&#44 (observed during nightime) like one entire city in the sky or millions of jetplanes flying in formation (no sound) 9/19/2002 10.315699 123.88543700000001
2/4/2011 19:30 baghdad unknown 600.0 past hour and still i&#39ve got the video on my sony cybershot but i&#39m not sure if it is clear. send me an email address so i can send u the footage. 2/8/2011 33.325 44.422
5/15/2004 22:40 cuijk (netherlands) light 300.0 5 min. it was a lot bigger then an airplane and though it made no sound and there where also no trail. 6/4/2004 51.728927 5.8792089999999995
3/10/2009 21:45 pensacola fl us fireball 60.0 1 minute Turned off of Bayou Blvd in on onto Godwinson. Saw an extremely bright red light slowly moving down from the sky with one trail of smok 3/19/2009 30.4211111 -87.2169444
12/11/2013 08:25 anchorage ak us fireball 2.0 2 seconds Anchorage meteor ufo Spenard area. 12/12/2013 61.2180556 -149.90027780000003
12/9/1990 01:15 canton tx us other 300.0 5 mins Bright Huge Object Changing Shapes and Colors 8/5/2001 32.5563889 -95.8630556
1/1/2013 20:00 st. peters pa us light 10.0 00:10 At around 20:00 local time I noticed a reddish light crossing the sky&#44 it was about 2 times the perceived size of a planet and about 2 2/4/2013 40.1800000 -75.73111109999999
6/30/2012 21:45 auburn ny us light 300.0 5 minutes Saw formation in the South&#44counted 15 red orbs traveling East until they vanished. 7/4/2012 42.9316667 -76.5663889
4/1/1995 18:00 albany or us other 120.0 1 or 2 minutes There were bright bursts of color in a concentrated area of cloud for a couple of minutes. 4/27/2004 44.6366667 -123.10472220000001
9/15/1997 00:00 houston tx us disk 300.0 5 minutes Beautiful silver-colored flying saucer about the size of a round 18 wheeler with turquoise lights around perimeter seen.clearly in &#3997. 7/19/2010 29.7630556 -95.3630556
10/16/2012 20:00 myerstown pa us light 30.0 30 seconds Yellow orangish lights. 10/30/2012 40.3744444 -76.3030556
10/15/1987 21:00 itta bena ms us circle 300.0 5 min I saw a UFO one fall night in the shape of a golden circle. 11/4/2002 33.4950000 -90.3197222
2/23/2014 21:30 kilmarnock va us triangle 3.0 3 seconds Large&#44 silent&#44 high-flying speedy aircraft with triangle light alignment frightens skeptic. 2/27/2014 37.7102778 -76.38
11/26/2001 05:40 grover beach ca us light 600.0 10 min It was about 5:40 in the morning &#44 I was leting the dog out and in the sky looking south I saw a bright light traveling west to east At 12/5/2001 35.1216667 -120.6202778
5/10/1964 02:00 pineville ky us unknown 900.0 15 minutes 05/10/64 02:00 Little Creek KY humming noise/house shaking 11/8/2003 36.7619444 -83.695
6/1/1989 21:00 new cumberland pa us rectangle 300.0 5 minutes Small to medium sized black rectangular shaped craft several years above the tree line. 1/10/2009 40.2322222 -76.885
2/10/1998 20:00 laguna niguel ca us sphere 20.0 20 sec I witnessed a red object aprox 300-500 yards off a comercial airliners left wing&#44 it kept the same speed for about 20 sec&#44 then it vani 4/25/2002 33.5225000 -117.70666670000001
6/30/1973 22:30 arad (romania) fireball 2700.0 45 minutes Large fireball like object rising from over distant rooftops straight up for almost one hour and blending into the stars 6/20/2011 0 0.0
9/20/1982 16:22 luray va us unknown 180.0 3 min While sight seeing upon the summit of Old Rag Mountain in the Shenadoah Mountains myself and a friend encounterd an individual that app 8/7/2007 38.6652778 -78.4597222
9/8/2011 23:00 volo il us other 180.0 3 min orange fireball with a strange shape craft in the middle base height of cloud ceiling was 7&#44000 ft and 8&#44500 ft overcast object was mov 10/10/2011 42.3261111 -88.1677778
4/16/2008 22:30 kokomo in us 10.0 10 seconds no ufo&#39s in Kokomo. 6/12/2008 40.4863889 -86.1336111
7/24/2004 23:00 lynnwood wa us oval 3.0 3 seconds Near Seattle&#44 east to west siting&#44 full stop&#44 and then lit large object 7/25/2004 47.8211111 -122.3138889
12/17/2011 17:50 new haven mo us sphere 180.0 2-3 min. Large wight orb moving fast across night sky from south to north&#44 when the light came close to a plane the light whent out. 1/12/2012 38.6083333 -91.21888890000001
6/15/1999 00:05 heyworth il us circle 0.5 1/2sec. AN UNUSUAL object 8/10/1999 40.3133333 -88.97361109999999
9/12/2002 03:00 adelaide (south australia) au light 300.0 5 mins Orange oval shaped gas ball emits light beam. 10/28/2002 -34.928661 138.598633
10/16/2008 20:00 havelock nc us fireball 1.0 >1 second Bright&#44 white&#44 extremely large meteor-like object seen in night sky. 10/31/2008 34.8788889 -76.9016667
10/18/2003 17:00 knoxville tn us circle 120.0 2 minutes Large seemingly round object burning up with tail that dissipated towards end of sight&#44 too big to miss&#44orange tail 10/31/2003 35.9605556 -83.9208333
10/20/1998 00:00 bowling green ky us unknown 1200.0 10 to 20 min NO SOUND THREE RECTANGULAR LIGHTS FUSSY COLORS OF 3 COLORS IT WENT RIGHT OVER ME AT ABOUT 3 TIMES TREE LEVEL IT WENT OU 8/24/2004 36.9902778 -86.4436111
12/31/2012 23:00 mandeville la us sphere 2700.0 45 minutes Redish/Orange orbs/sphere shaped objects floating by home in sets of two 7/3/2013 30.3580556 -90.0655556
8/15/1952 17:30 prairie grove ar us disk 20.0 00:20 Two observers saw silverish 30 foot disk maneuver above and below horizon at hover and supersonic speeds. 6/21/2000 35.9758333 -94.3175
9/10/2005 02:00 haifa (israel) triangle 2.0 2 seconds Black triangular craft flying over Haifa&#44 Israel 10/11/2005 32.794046 34.989571000000005
8/22/1999 20:30 cranbrook (canada) bc ca light 180.0 3minutes I saw 2 bright lights at sunset.One remained stationary while the other moved to the southwest.The one that stayed tripled in size then 12/2/2000 49.516667 -115.766667
6/23/2008 23:40 seymour in us triangle 600.0 8-10mins Three objects in sky above Seymour 7/5/2008 38.9591667 -85.89027779999999
10/19/2013 19:30 winslow az us fireball 10.0 10 seconds Fireball traveled 10 seconds high above the horizon then abruptly disappeared. 10/23/2013 35.0241667 -110.69666670000001
8/14/2010 03:20 newport nc us light 1200.0 20 min Moving object recorded in sky 8/24/2010 34.7863889 -76.8594444
11/6/1999 11:43 allentown pa us disk 300.0 5 minutes We were sitting in a car and looking up at a singal engine plane. Suddenly a small disc craft went flying past it. It was very close to 11/17/1999 40.6083333 -75.4905556
3/12/2000 20:37 escondido ca us light 300.0 5 min saw 3 flickering lights slowly fade out and disapear at seperate times&#44 no sound and clear night. 3/16/2000 33.1191667 -117.08555559999999
10/30/2009 20:59 heswall (uk/england) gb circle 60.0 1 min Strange single light that moved slowly but erratically 12/12/2009 53.316667 -3.1
1/30/1968 01:00 dayton oh us disk 600.0 10 minutes Very large white saucer&#44 chased by B-52 near Wright Patterson Air force base. 7/3/2013 39.7588889 -84.1916667
6/12/1974 03:00 rexburg id us oval 14400.0 4 hours One disc seems to be in trouble; second comes to help. 2/4/2013 43.8261111 -111.7888889
6/23/2012 22:30 lima oh us fireball 120.0 2 minutes The power went out and it came from the south moving north. Seemed to circle around and come back. Moved very quickly. The just vanishe 7/4/2012 40.7425000 -84.1052778
9/1/1971 14:00 dexter me us sphere 60.0 1 minute I was thirteen then. My grandmother&#44 mother and I were having an ice cream in the car outside a diner. About 45-50 degrees south we saw 1/28/1999 45.0238889 -69.2902778
4/19/2005 18:30 san pedro town&#44 ambergris caye&#44 belize fireball 15.0 15 seconds Bright lights over San Pedro Town 5/11/2005 17.921366 -87.96109100000001
7/19/2008 22:15 everett wa us circle 480.0 8 minutes orange colored glows traveling in a pattern changing to different a different pattern then back again 8/12/2008 47.9791667 -122.20083329999999
9/23/2013 21:10 delray beach fl us light 180.0 3 minutes 4 Yellow/Orange lights hovering in sky. 9/30/2013 26.4611111 -80.0730556
1/27/2004 23:20 vinton ia us light 180.0 3 minutes BRIGHT LIGHTS FAST MOVING IN THE SKY 1/31/2004 42.1686111 -92.0233333
8/5/1999 05:15 meridian id us light 30.0 30 seconds A white light&#44 typical of visible orbiting satellites&#44 moved erratically on a westerly course in the pre-dawn sky. 8/10/1999 43.6122222 -116.39055559999998
6/12/2012 22:30 akron ny us circle 1260.0 on going at 21 minutes no Description of possible UFO sighting and the UFO is still present. 6/14/2012 43.0208333 -78.4955556
6/9/2009 23:59 bothell wa us light 60.0 under 1 minute 2 very bright star-like lights traveling close together at same speed&#44 dimmed and disappeared. 8/5/2009 47.7625000 -122.20416670000002
8/6/2001 23:00 portland or us chevron 1800.0 30 minutes bright as a red flare &#44 chevron shaped&#44 silent&#44 1000 ft over my house and stayed for 30 min..caught on video tape. 10/12/2001 45.5236111 -122.675
10/28/2013 22:00 davie fl us unknown 300.0 5 minutes Fireball in the sky that dissipated after a few minutes. 11/11/2013 26.0625000 -80.2333333
8/26/2007 14:30 chicago il us diamond 900.0 15 minutes Greenish Diamond shaped object with five smaller orbs in formation&#44 daytime. 10/8/2007 41.8500000 -87.65
8/14/2010 11:04 mt. pleasant pa us triangle 90.0 1.5 mins triangle craft near kecksburgh with a possible crash 8/24/2010 40.1488889 -79.54138890000002
2/4/2001 22:30 killeen tx us oval 73800.0 2 1/2 hrs viewed bright white lights in oval shape that conitinued to flash to smaller white lights nearer the center of the oval. 8/5/2001 31.1169444 -97.7275
5/1/1996 01:30 burns (100 miles south of&#44 no city) or us triangle 900.0 15 minutes Bright lights at night in the desert that hovered over the road&#44 then sped away. 1/28/1999 43.5863889 -119.0530556
7/11/2003 22:26 heber city ut us disk 639.0 10:39 1 UFO goes in front of the moon&#33 7/23/2003 40.5069444 -111.4125
6/3/1995 03:00 gardendale la 0.0 Woman repts. witnessing 5 strange ships. One very large&#44 at &quot;treetop level.&quot; One appeared to be in trouble. Witnesses reptd. 11/2/1999 0 0.0
10/7/2012 19:30 mississauga (canada) on ca light 360.0 6 minutes Orange lights over mississauga ontario canada 10/30/2012 43.15 -79.5
5/11/2009 14:04 port st. lucie fl cylinder 45.0 45 seconds Strange object right after Shuttle launch 5/12/2009 27.273049 -80.358226
4/22/2006 20:30 whittier ca us fireball 1200.0 20 minutes We saw a bright red fireball like object that appeared to be too high to possibly be any earthling made air craft. The object appeared 5/15/2006 33.9791667 -118.03194440000001
7/9/2001 22:30 mountlake terrace (seattle) wa us disk 10.0 10 seconds Lynnwood W.A. spherical with lights 8/5/2001 47.7883333 -122.3075
5/31/2008 20:34 peoria il us other 360.0 6 minutes An item moving at an incredible speed in a straight line with no sound. 6/12/2008 40.6936111 -89.58888890000001
8/15/1980 19:00 banes (cuba) disk 1200.0 15 to 20 mins. will never forget it. 8/5/2000 0 0.0
11/25/2013 19:30 lake oswego or us diamond 240.0 3-4 minutes Diamond shaped&#44 black&#44 large&#44 flat craft with 3 or 4 white lights and 1 red blinki

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From our writers, you expect; good quality work, friendly service, timely deliveries, and adherence to client’s demands and specifications.

Once you’ve submitted your writing requests, you can go take a stroll while waiting for our all-star team of writers and editors to submit top quality work.

How Our Website Works

Get an Essay from Us

College Essays is the biggest affiliate and testbank for WriteDen. We hire writers from all over the world with an aim to give the best essays to our clients.

Our writers will help you write all your homework. They will write your papers from scratch. We also have a team of editors who read each paper from our writers just to make sure all papers are of HIGH QUALITY & PLAGIARISM FREE.

Step 1
To make an Order you only need to click ORDER NOW and we will direct you to our Order Page. Then fill Our Order Form with all your assignment instructions. Select your deadline and pay for your paper. You will get it few hours before your set deadline. Deadline range from 6 hours to 30 days.

Step 2
Once done with writing your paper we will upload it to your account on our website and also forward a copy to your email.

Step 3
Upon receiving your paper, review it and if any changes are needed contact us immediately. We offer unlimited revisions at no extra cost.

Is it Safe to use our services?
We never resell papers on this site. Meaning after your purchase you will get an original copy of your assignment and you have all the rights to use the paper.

Pricing and Discounts
Our price ranges from $8-$14 per page. If you are short of Budget, contact our Live Support for a Discount Code. All new clients are eligible for 20% off in their first Order. Our payment method is safe and secure.
Please note we do not have prewritten answers. We need some time to prepare a perfect essay for you.

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