Top 1000 5-letter Words in the Description of Funded Listings vs. Non-Funded Listings

The Top 1000 Words in the Description of Funded Listings vs. Non-Funded Listings

Published by knix on November 6, 2007 01:51 am under prosper

I thought it would be interesting to take a look at the word choice in the Description of funded vs. non-funded listings to see if there is anything significant. It could possibly reveal trigger words that appeal to lenders (or repulse them). To obtain this word ranking, I queried all the completed and expired listings from 2/1/06 to 11/2/07 and counted the number of times each word appears. Words that were less than 5 characters were filtered out so that we can see some more interesting results.

To see the counts, just hover over the word with your mouse and the counts will be displayed for both types of listings in that rank. They were hidden to avoid clutter but I know some of you may be curious anyway. The non-funded word counts will always be higher (roughly 4X) so that is why I chose to order them by rank so we can make a comparison.

To display the top 1000 word rankings, 2 tables were created side-by-side for easy comparison. The table on the right contains the word rankings for the funded listings with the right column being the ranking of that particular word in the non-funded listings. The table on the left contains the word rankings for the non-funded listings with the right column being the ranking of that particular word in the funded listings.

To assist in spotting any significant differences in rankings, the words have been color-coded:

Blue – The Rankings of these words are >1.5X to 2.0X that of the same word in the complementary table. For example, the word payments ranks 14th in the Funded listings but 28th in the Non-Funded listings.
Green – The Rankings of these words are >2.0X to 2.5X that of the same word in the complementary table.
Orange – The Rankings of these words are >2.5X to 3.0X that of the same word in the complementary table.
Red – The Rankings of these words are >3.0X that of the same word in the complementary table.

Word Rank – Funded	Word	Word Rank in Non-Funded Rankings	Word Rank – Non-Funded	Word	Word Rank in Funded Rankings
1	credit 81168	2	1	expenses 408482	2
2	expenses 54822	1	2	credit 382194	1
3	income 37056	5	3	other 208697	8
4	monthly 35404	4	4	monthly 189053	4
5	years 30630	10	5	income 173745	3
6	prosper 28552	29	6	cards 162508	7
7	cards 27994	6	7	loans 140720	11
8	other 27126	3	8	would 136036	10
9	month 24836	19	9	financial 133930	13
10	would 24716	8	10	years 131679	5
11	loans 22704	7	11	insurance 114840	16
12	payment 20636	27	12	situation 114502	23
13	financial 19030	9	13	bills 108748	20
14	payments 18976	28	14	purpose 103196	26
15	money 18942	20	15	internet 100134	27
16	insurance 18089	11	16	phone 99906	24
17	business 17906	24	17	cable 97216	31
18	interest 17554	33	18	household 96498	33
19	about 16264	34	19	month 93552	9
20	bills 16216	13	20	money 93354	15
21	which 15758	30	21	entertainment 92160	37
22	paying 15214	23	22	utilities 92064	29
23	situation 14430	12	23	paying 91899	22
24	phone 14118	16	24	business 83473	17
25	thank 13890	32	25	clothing 82172	41
26	purpose 12818	14	26	housing 81628	42
27	internet 12750	15	27	payment 81541	12
28	after 12602	38	28	payments 80157	14
29	utilities 12044	22	29	prosper 69178	6
30	because 11982	31	30	which 68306	21
31	cable 11974	17	31	because 68262	30
32	total 11762	48	32	thank 62294	25
33	household 11620	18	33	interest 61376	18
34	currently 10864	40	34	about 60748	19
35	current 10718	50	35	explain 60082	124
36	working 10708	36	36	working 57500	36
37	entertainment 10696	21	37	family 47274	49
38	months 10270	44	38	after 46779	28
39	company 10077	43	39	trying 45172	75
40	since 9428	49	40	currently 44274	34
41	clothing 8932	25	41	start 44202	56
42	housing 8922	26	42	using 44110	88
43	mortgage 8764	54	43	company 43278	39
44	score 8160	56	44	months 42436	38
45	first 8092	60	45	please 41986	53
46	listing 8048	90	46	candidate 41244	159
47	school 8014	47	47	school 40330	47
48	house 7946	51	48	total 39518	32
49	family 7894	37	49	since 38782	40
50	these 7522	57	50	current 37964	35
51	there 7440	52	51	house 37708	48
52	amount 7396	75	52	there 37658	51
53	please 7320	45	53	husband 37630	55
54	never 7128	72	54	mortgage 37239	43
55	husband 7112	53	55	myself 36280	58
56	start 6832	41	56	score 35859	44
57	looking 6764	58	57	these 32158	50
58	myself 6604	55	58	looking 31528	57
59	account 6444	92	59	medical 30756	70
60	through 5988	68	60	first 30350	45
61	balance 5956	137	61	little 29932	62
62	little 5950	61	62	children 29878	94
63	going 5892	65	63	getting 29692	78
64	college 5794	70	64	really 29220	90
65	every 5784	69	65	going 29052	63
66	thanks 5781	97	66	could 28028	79
67	great 5776	76	67	debts 27770	80
68	before 5760	81	68	through 27488	60
69	budget 5686	86	69	every 27385	65
70	medical 5644	59	70	college 27120	64
71	again 5561	73	71	better 27058	93
72	being 5504	74	72	never 27010	54
73	payday 5450	77	73	again 26974	71
74	report 5422	101	74	being 26912	72
75	trying 5376	39	75	amount 26592	52
76	making 5376	82	76	great 26562	67
77	small 5336	80	77	payday 26100	73
78	getting 5240	63	78	things 26098	112
79	could 5222	66	79	chance 25574	170
80	debts 5182	67	80	small 25364	77
81	student 5058	107	81	before 24780	68
82	savings 5006	140	82	making 24636	76
83	recently 4934	84	83	consolidate 24162	95
84	accounts 4912	110	84	recently 24114	83
85	rating 4856	113	85	right 24100	110
86	while 4826	103	86	budget 23454	69
87	personal 4712	104	87	behind 22382	167
88	using 4682	42	88	always 22182	92
89	still 4636	91	89	mother 21835	156
90	really 4634	64	90	listing 21280	46
91	taking 4632	105	91	still 21142	89
92	always 4590	88	92	account 20928	59
93	better 4536	71	93	where 20754	100
94	children 4442	62	94	enough 20702	99
95	consolidate 4398	83	95	started 20268	105
96	request 4370	143	96	daughter 20204	136
97	consideration 4308	128	97	thanks 20063	66
98	three 4302	100	98	people 20048	102
99	enough 4236	94	99	until 19964	101
100	where 4136	93	100	three 19550	98
101	until 4106	99	101	report 19474	74
102	people 3984	98	102	purchase 19418	107
103	worked 3980	111	103	while 19396	86
104	funds 3972	129	104	personal 19140	87
105	started 3954	95	105	taking 18582	91
106	their 3942	108	106	single 18434	152
107	purchase 3932	102	107	student 18368	81
108	hello 3846	119	108	their 18334	106
109	married 3846	116	109	track 18010	193
110	right 3836	85	110	accounts 17860	84
111	lower 3812	155	111	worked 17792	103
112	things 3794	78	112	living 17772	120
113	history 3738	152	113	rating 17670	85
114	employed 3671	125	114	everything 17534	160
115	future 3626	117	115	having 17294	129
116	however 3618	124	116	married 17144	109
117	those 3603	142	117	future 17058	115
118	taxes 3584	163	118	deleted 16784	142
119	extra 3584	133	119	hello 16746	108
120	living 3582	112	120	several 16524	122
121	questions 3580	204	121	person 16360	189
122	several 3532	120	122	state 16332	131
123	lenders 3508	194	123	order 16279	133
124	explain 3448	35	124	however 16260	116
125	salary 3430	171	125	employed 16146	114
126	should 3408	160	126	someone 16076	309
127	another 3400	127	127	another 15886	127
128	around 3384	136	128	consideration 15873	97
129	having 3222	115	129	funds 15866	104
130	support 3218	131	130	doing 15348	148
131	state 3162	122	131	support 15267	130
132	bankruptcy 3152	145	132	child 15051	172
133	order 3138	123	133	extra 14926	119
134	additional 3092	198	134	needed 14770	155
135	within 3086	157	135	second 14645	151
136	daughter 3076	96	136	around 14588	128
137	opportunity 3056	138	137	balance 14542	61
138	higher 3036	169	138	opportunity 14512	137
139	already 3036	166	139	problem 14376	141
140	property 2984	180	140	savings 14180	82
141	problem 2960	139	141	allow 14090	153
142	deleted 2952	118	142	those 13938	117
143	during 2946	159	143	request 13801	96
144	investment 2942	235	144	place 13678	168
145	lender 2928	222	145	bankruptcy 13128	132
146	almost 2916	156	146	responsible 13054	157
147	increase 2906	186	147	without 12948	162
148	doing 2894	130	148	improve 12888	169
149	reason 2892	162	149	divorce 12848	204
150	including 2874	193	150	asking 12730	187
151	second 2860	135	151	repay 12728	173
152	single 2854	106	152	history 12698	113
153	allow 2828	141	153	needs 12524	207
154	cover 2821	183	154	problems 12506	208
155	needed 2818	134	155	lower 12466	111
156	mother 2810	89	156	almost 12441	146
157	responsible 2806	146	157	within 12434	135
158	funded 2796	277	158	willing 12202	311
159	candidate 2766	46	159	during 12154	143
160	everything 2702	114	160	should 12080	126
161	position 2668	161	161	position 12066	161
162	without 2660	147	162	reason 11990	149
163	rates 2652	208	163	taxes 11952	118
164	minimum 2650	254	164	provide 11886	191
165	sales 2644	184	165	couple 11586	166
166	couple 2630	165	166	already 11548	139
167	behind 2626	87	167	helping 11544	201
168	place 2612	144	168	catch 11390	380
169	improve 2606	148	169	higher 11374	138
170	chance 2592	79	170	believe 11276	182
171	ratio 2576	253	171	salary 11186	125
172	child 2576	132	172	found 10948	183
173	repay 2568	151	173	taken 10946	196
174	delinquencies 2500	375	174	become 10756	203
175	continue 2488	191	175	father 10734	252
176	group 2474	321	176	process 10688	179
177	estate 2474	187	177	finances 10674	200
178	capital 2446	229	178	advance 10636	192
179	process 2440	176	179	appreciate 10612	205
180	information 2410	252	180	property 10460	140
181	service 2396	206	181	financially 10428	237
182	believe 2344	170	182	stable 10404	188
183	found 2332	172	183	cover 10376	154
184	water 2312	227	184	sales 10360	165
185	degree 2290	188	185	starting 10348	212
186	funding 2270	221	186	increase 10336	147
187	asking 2268	150	187	estate 10298	177
188	stable 2256	182	188	degree 10262	185
189	person 2244	121	189	requesting 10256	197
190	short 2232	230	190	promise 10198	210
191	provide 2230	164	191	continue 10164	175
192	advance 2207	178	192	weeks 10080	202
193	track 2188	109	193	including 10062	150
194	early 2166	289	194	lenders 10026	123
195	costs 2164	276	195	vehicle 10000	224
196	taken 2164	173	196	receive 9788	198
197	requesting 2160	189	197	bring 9726	239
198	receive 2152	196	198	additional 9641	134
199	towards 2152	231	199	moved 9632	211
200	finances 2144	177	200	times 9588	263
201	helping 2136	167	201	parents 9582	226
202	weeks 2132	192	202	caught 9576	412
203	become 2120	174	203	health 9402	233
204	divorce 2104	149	204	questions 9373	121
205	appreciate 2098	179	205	finally 9370	245
206	approximately 2098	305	206	service 9302	181
207	needs 2096	153	207	check 9298	209
208	problems 2090	154	208	rates 9160	163
209	check 2082	207	209	build 9114	227
210	promise 2072	190	210	afford 9096	315
211	moved 2054	199	211	repair 9062	282
212	starting 2048	185	212	possible 9040	217
213	close 2044	242	213	payoff 9004	221
214	remaining 2036	331	214	steady 8933	279
215	above 2032	273	215	under 8804	223
216	below 2024	357	216	consider 8740	255
217	possible 2022	212	217	learned 8688	254
218	employer 2022	259	218	mistakes 8640	370
219	market 2016	241	219	hours 8548	272
220	large 2016	246	220	truck 8532	287
221	payoff 2014	213	221	funding 8498	186
222	balances 2014	360	222	lender 8498	145
223	under 2004	215	223	others 8466	258
224	vehicle 1996	195	224	raise 8402	228
225	excellent 1994	306	225	hospital 8358	293
226	parents 1988	201	226	unfortunately 8342	248
227	build 1978	209	227	water 8266	184
228	raise 1960	224	228	everyone 8252	235
229	rental 1951	368	229	capital 8244	178
230	community 1948	308	230	short 8226	190
231	decided 1944	245	231	towards 8188	199
232	listed 1944	314	232	anything 8142	289
233	health 1942	203	233	employment 8128	236
234	finance 1936	296	234	prove 8110	344
235	everyone 1922	228	235	investment 8056	144
236	employment 1918	233	236	major 7990	275
237	financially 1914	181	237	tried 7966	385
238	previous 1908	323	238	rebuild 7924	383
239	bring 1878	197	239	borrow 7914	244
240	items 1864	244	240	repairs 7798	304
241	between 1860	256	241	market 7750	219
242	store 1850	266	242	close 7698	213
243	average 1842	332	243	together 7690	300
244	borrow 1840	239	244	items 7682	240
245	finally 1838	205	245	decided 7642	231
246	gross 1832	411	246	large 7636	220
247	forward 1824	257	247	something 7568	356
248	unfortunately 1824	226	248	education 7562	308
249	included 1814	312	249	bless 7556	432
250	computer 1812	295	250	career 7544	261
251	summer 1800	315	251	anyone 7526	422
252	father 1796	175	252	information 7488	180
253	available 1796	344	253	ratio 7412	171
254	learned 1794	217	254	minimum 7371	164
255	consider 1790	216	255	honest 7354	406
256	delinquent 1776	303	256	between 7344	241
257	return 1756	286	257	forward 7332	247
258	others 1756	223	258	point 7284	331
259	equity 1740	369	259	employer 7274	218
260	university 1736	322	260	local 7250	280
261	career 1732	250	261	greatly 7234	400
262	works 1716	300	262	ahead 7232	424
263	times 1700	200	263	though 7206	284
264	groceries 1698	361	264	industry 7188	265
265	industry 1688	264	265	surgery 7182	410
266	rather 1688	396	266	store 7152	242
267	public 1686	418	267	begin 7112	281
268	considering 1680	348	268	companies 7110	270
269	experience 1660	329	269	equipment 7048	301
270	companies 1658	268	270	paycheck 7046	346
271	moving 1656	278	271	thing 7036	378
272	hours 1652	219	272	security 7024	316
273	repayment 1648	356	273	above 7002	215
274	following 1642	324	274	dollars 6960	299
275	major 1640	236	275	assistance 6938	405
276	manager 1626	320	276	costs 6926	195
277	addition 1624	362	277	funded 6920	158
278	contact 1620	374	278	moving 6912	271
279	steady 1614	214	279	clean 6906	430
280	local 1612	260	280	coming 6828	354
281	begin 1596	267	281	building 6826	283
282	repair 1594	211	282	received 6762	288
283	building 1584	281	283	fresh 6756	629
284	though 1582	263	284	dream 6726	421
285	priority 1582	294	285	marketing 6684	302
286	least 1580	290	286	return 6682	257
287	truck 1577	220	287	apartment 6658	312
288	received 1576	282	288	secure 6634	314
289	anything 1564	232	289	early 6617	194
290	office 1564	291	290	least 6598	286
291	think 1556	299	291	office 6592	290
292	record 1550	465	292	outstanding 6580	353
293	hospital 1548	225	293	hoping 6574	382
294	graduate 1534	354	294	priority 6552	285
295	purchased 1518	371	295	computer 6536	250
296	electric 1516	366	296	finance 6510	234
297	professional 1512	373	297	although 6497	305
298	lending 1498	536	298	clear 6492	387
299	dollars 1488	274	299	think 6444	291
300	together 1488	243	300	works 6440	262
301	equipment 1486	269	301	young 6434	342
302	marketing 1484	285	302	seeking 6432	306
303	profit 1480	351	303	delinquent 6424	256
304	repairs 1480	240	304	issues 6422	333
305	although 1480	297	305	approximately 6420	206
306	seeking 1480	302	306	excellent 6388	225
307	includes 1478	401	307	important 6378	341
308	education 1470	248	308	community 6370	230
309	someone 1470	126	309	program 6366	348
310	quickly 1464	392	310	leave 6326	345
311	willing 1464	158	311	given 6298	416
312	apartment 1462	287	312	included 6220	249
313	based 1454	338	313	unable 6208	482
314	secure 1442	288	314	listed 6204	232
315	afford 1432	210	315	summer 6200	251
316	security 1420	272	316	along 6178	371
317	details 1418	417	317	finish 6138	360
318	email 1418	330	318	caused 6124	403
319	happy 1414	372	319	instead 6066	327
320	wedding 1412	345	320	manager 6046	276
321	emergency 1412	388	321	group 6044	176
322	services 1410	339	322	university 5998	260
323	fully 1410	477	323	previous 5918	238
324	bought 1408	365	324	following 5914	274
325	revolving 1408	587	325	cannot 5874	484
326	include 1406	405	326	worker 5862	731
327	instead 1400	319	327	understand 5840	396
328	actually 1392	391	328	consolidation 5820	441
329	management 1388	333	329	experience 5820	269
330	viewing 1382	355	330	email 5794	318
331	point 1374	258	331	remaining 5776	214
332	invest 1364	451	332	average 5770	243
333	issues 1352	304	333	management 5720	329
334	saving 1342	352	334	complete 5710	335
335	complete 1340	334	335	difficult 5710	429
336	scores 1340	367	336	obtain 5694	428
337	means 1336	346	337	creditors 5688	472
338	missed 1330	450	338	based 5686	313
339	website 1330	381	339	services 5684	322
340	owner 1328	343	340	tuition 5666	358
341	important 1322	307	341	wonderful 5610	366
342	young 1322	301	342	disability 5578	511
343	expense 1318	427	343	owner 5572	340
344	prove 1316	234	344	available 5563	253
345	leave 1316	310	345	wedding 5552	320
346	paycheck 1310	270	346	means 5530	337
347	thought 1306	347	347	thought 5530	347
348	program 1302	309	348	considering 5526	268
349	closing 1298	389	349	longer 5526	399
350	obligations 1298	370	350	change 5492	417
351	recent 1296	385	351	profit 5460	303
352	shows 1294	496	352	saving 5418	334
353	outstanding 1292	292	353	ready 5396	384
354	coming 1288	280	354	graduate 5390	294
355	project 1286	463	355	viewing 5366	330
356	something 1282	247	356	repayment 5366	273
357	easily 1268	480	357	below 5356	216
358	tuition 1258	340	358	rebuilding 5344	388
359	mistake 1256	404	359	successful 5338	368
360	finish 1252	317	360	balances 5322	222
361	annual 1250	542	361	groceries 5312	264
362	period 1246	394	362	addition 5310	277
363	makes 1246	376	363	different 5294	463
364	intend 1244	553	364	realize 5264	404
365	positive 1242	403	365	bought 5240	324
366	wonderful 1238	341	366	electric 5228	296
367	refinance 1236	430	367	scores 5210	336
368	successful 1232	359	368	rental 5208	229
369	further 1226	408	369	equity 5177	259
370	mistakes 1222	218	370	obligations 5171	350
371	along 1222	316	371	purchased 5166	295
372	approx 1220	414	372	happy 5164	319
373	automatically 1208	395	373	professional 5163	297
374	prior 1206	422	374	contact 5156	278
375	grade 1186	538	375	delinquencies 5156	174
376	quite 1180	440	376	makes 5094	363
377	field 1180	387	377	stress 5078	546
378	thing 1176	271	378	gotten 5050	587
379	wanted 1166	407	379	world 5034	439
380	catch 1162	168	380	selling 5028	401
381	number 1162	412	381	website 5028	339
382	hoping 1160	293	382	military 5028	526
383	rebuild 1160	238	383	became 5019	512
384	ready 1158	353	384	appreciated 5018	543
385	tried 1156	237	385	recent 4999	351
386	value 1154	498	386	offer 4962	391
387	clear 1150	298	387	field 4958	377
388	rebuilding 1148	358	388	emergency 4954	321
389	explanation 1146	616	389	closing 4908	349
390	inventory 1140	439	390	lives 4882	494
391	offer 1138	386	391	actually 4882	328
392	bonus 1138	652	392	quickly 4868	310
393	extremely 1138	469	393	expand 4830	460
394	completely 1136	476	394	period 4820	362
395	ability 1136	438	395	automatically 4814	373
396	understand 1127	327	396	rather 4794	266
397	retirement 1126	426	397	establish 4790	509
398	graduated 1124	493	398	friends 4756	436
399	longer 1122	349	399	hopefully 4746	420
400	greatly 1116	261	400	heart 4718	772
401	selling 1116	380	401	includes 4708	307
402	profile 1114	544	402	comes 4700	440
403	caused 1112	318	403	positive 4694	365
404	realize 1104	364	404	mistake 4690	359
405	assistance 1102	275	405	include 4672	326
406	honest 1102	255	406	control 4656	569
407	fiance 1098	436	407	wanted 4640	379
408	result 1098	429	408	further 4640	369
409	combined 1094	556	409	deposit 4628	475
410	surgery 1094	265	410	checking 4622	446
411	borrowing 1090	779	411	gross 4604	246
412	caught 1090	202	412	number 4550	381
413	spend 1086	473	413	reading 4514	464
414	fixed 1082	464	414	approx 4504	372
415	borrower 1080	789	415	divorced 4495	599
416	given 1078	311	416	friend 4488	452
417	change 1074	350	417	details 4446	317
418	emergencies 1070	454	418	public 4428	267
419	contract 1070	432	419	online 4414	450
420	hopefully 1066	399	420	course 4404	447
421	dream 1066	284	421	lived 4388	443
422	anyone 1065	251	422	prior 4382	374
423	america 1064	631	423	august 4380	453
424	ahead 1062	262	424	direct 4376	505
425	system 1060	472	425	filed 4372	433
426	worth 1060	449	426	retirement 4370	397
427	pretty 1054	443	427	expense 4368	343
428	obtain 1054	336	428	clients 4358	479
429	difficult 1048	335	429	result 4342	408
430	clean 1048	279	430	refinance 4332	367
431	experian 1044	687	431	happen 4314	596
432	bless 1042	249	432	contract 4308	419
433	filed 1038	425	433	accident 4308	656
434	deductions 1028	660	434	therefore 4288	462
435	collection 1026	514	435	nothing 4286	520
436	friends 1024	398	436	fiance 4286	407
437	closed 1020	551	437	advertising 4284	445
438	limit 1018	575	438	ability 4272	395
439	world 1018	379	439	inventory 4270	390
440	comes 1016	402	440	quite 4262	376
441	consolidation 1012	328	441	standing 4208	507
442	leaves 1010	588	442	takes 4198	584
443	lived 1008	421	443	pretty 4196	427
444	potential 1008	461	444	goals 4188	468
445	advertising 1006	437	445	running 4182	557
446	checking 1006	410	446	social 4164	617
447	course 1000	420	447	giving 4156	542
448	january 1000	470	448	buying 4156	461
449	expect 998	648	449	worth 4152	426
450	online 994	419	450	missed 4148	338
451	follows 994	606	451	invest 4148	332
452	friend 994	416	452	overtime 4136	466
453	august 992	423	453	parent 4130	792
454	reduce 992	490	454	emergencies 4128	418
455	california 992	607	455	sincerely 4128	499
456	growing 990	460	456	assist 4122	602
457	charge 980	591	457	reliable 4114	600
458	member 974	500	458	normal 4110	490
459	private 974	504	459	timely 4110	478
460	expand 974	393	460	growing 4106	456
461	buying 970	448	461	potential 4102	444
462	therefore 970	434	462	beautiful 4096	514
463	different 968	363	463	project 4094	355
464	reading 966	413	464	fixed 4074	414
465	software 964	707	465	record 4070	292
466	overtime 958	452	466	enjoy 4068	467
467	enjoy 956	466	467	turned 4060	620
468	goals 954	444	468	later 4056	470
469	teacher 952	475	469	extremely 4052	393
470	later 952	468	470	january 4048	448
471	spent 952	486	471	cancer 4046	814
472	creditors 952	337	472	system 4044	425
473	investing 950	738	473	spend 4034	413
474	toward 946	530	474	unexpected 4016	476
475	deposit 946	409	475	teacher 3986	469
476	unexpected 944	474	476	completely 3982	394
477	properties 944	508	477	fully 3972	323
478	timely 942	459	478	christmas 3946	769
479	clients 942	428	479	decent 3928	563
480	planning 940	572	480	easily 3926	357
481	nearly 928	645	481	marriage 3912	581
482	unable 926	313	482	helped 3886	642
483	members 926	580	483	easier 3884	703
484	cannot 926	325	484	decisions 3866	660
485	answer 926	664	485	trouble 3866	607
486	american 922	535	486	spent 3856	471
487	eliminate 920	489	487	daughters 3844	679
488	march 916	528	488	product 3826	540
489	payroll 916	531	489	eliminate 3790	487
490	normal 914	458	490	reduce 3786	454
491	chase 906	903	491	spouse 3768	523
492	dental 904	501	492	necessary 3759	535
493	spending 900	596	493	graduated 3738	398
494	lives 900	390	494	florida 3736	665
495	active 898	569	495	woman 3710	688
496	lines 890	692	496	shows 3708	352
497	april 886	541	497	ended 3648	538
498	december 884	499	498	value 3644	386
499	sincerely 884	455	499	december 3638	498
500	solid 884	600	500	member 3630	458
501	strong 882	521	501	dental 3628	492
502	lease 880	519	502	september 3624	519
503	delinquency 876	1002	503	approved 3622	610
504	construction 872	593	504	private 3608	459
505	direct 872	424	505	trust 3606	594
506	department 872	584	506	owned 3600	513
507	standing 868	441	507	doesn 3598	576
508	retail 868	524	508	properties 3592	477
509	establish 868	397	509	weekly 3584	627
510	texas 866	654	510	alone 3584	603
511	disability 864	342	511	success 3582	544
512	became 864	383	512	present 3578	534
513	owned 864	506	513	daycare 3570	595
514	beautiful 854	462	514	collection 3570	435
515	electricity 854	621	515	government 3566	661
516	investments 854	947	516	customers 3520	609
517	perfect 852	550	517	truly 3516	654
518	training 850	555	518	transportation 3516	641
519	september 848	502	519	lease 3486	502
520	nothing 846	435	520	beginning 3484	560
521	bidding 840	999	521	strong 3476	501
522	showing 838	615	522	matter 3470	692
523	spouse 836	491	523	classes 3470	566
524	leaving 826	532	524	retail 3462	508
525	requested 826	627	525	lesson 3458	549
526	military 822	382	526	october 3456	556
527	loaned 822	647	527	incurred 3448	611
528	level 820	529	528	march 3436	488
529	price 816	611	529	level 3436	528
530	operating 816	601	530	toward 3428	474
531	partner 814	609	531	payroll 3412	489
532	review 814	729	532	leaving 3402	524
533	collections 810	602	533	seems 3400	681
534	present 808	512	534	began 3396	586
535	necessary 806	492	535	american 3396	486
536	regular 802	545	536	lending 3392	298
537	eventually 802	560	537	books 3384	588
538	ended 802	497	538	grade 3368	375
539	leader 800	1283	539	products 3354	591
540	product 800	488	540	required 3352	547
541	revenue 798	708	541	april 3350	497
542	giving 796	447	542	annual 3350	361
543	appreciated 794	384	543	determined 3350	666
544	success 790	511	544	profile 3340	402
545	except 790	595	545	regular 3338	536
546	stress 788	377	546	receiving 3336	567
547	required 784	540	547	called 3322	552
548	development 784	715	548	existing 3322	592
549	lesson 784	525	549	doctor 3314	796
550	teaching 782	636	550	perfect 3308	517
551	portion 780	717	551	closed 3306	437
552	called 780	547	552	established 3306	565
553	smaller 778	567	553	intend 3300	364
554	reasons 778	577	554	supplies 3288	578
555	furniture 778	557	555	training 3266	518
556	october 776	526	556	combined 3264	409
557	running 776	445	557	furniture 3258	555
558	employee 768	573	558	negative 3252	573
559	improving 766	633	559	directly 3252	668
560	beginning 766	520	560	eventually 3242	537
561	today 762	568	561	break 3236	680
562	increased 760	711	562	putting 3234	570
563	decent 756	479	563	sister 3234	810
564	homes 756	579	564	forced 3230	667
565	established 752	552	565	keeping 3230	636
566	classes 752	523	566	maintain 3219	638
567	receiving 748	546	567	smaller 3216	553
568	immediately 748	737	568	today 3202	561
569	control 748	406	569	active 3200	495
570	putting 748	562	570	purchasing 3198	601
571	travel 746	574	571	disabled 3196	1055
572	financing 746	634	572	planning 3192	480
573	negative 744	558	573	employee 3174	558
574	interested 744	651	574	travel 3168	571
575	union 742	685	575	limit 3166	438
576	doesn 742	507	576	benefits 3152	676
577	share 740	640	577	reasons 3150	554
578	supplies 740	554	578	individual 3150	655
579	usually 738	714	579	homes 3134	564
580	agency 738	592	580	members 3134	483
581	marriage 738	481	581	passed 3120	801
582	sources 738	697	582	handle 3118	614
583	opened 736	658	583	legal 3116	624
584	takes 736	442	584	department 3110	506
585	might 732	619	585	serious 3104	767
586	began 732	534	586	struggling 3102	945
587	gotten 730	378	587	revolving 3098	325
588	books 730	537	588	leaves 3090	442
589	highest 728	734	589	repaying 3088	608
590	manage 728	594	590	girls 3072	838
591	products 724	539	591	charge 3066	457
592	existing 724	548	592	agency 3062	580
593	completed 722	650	593	construction 3060	504
594	trust 722	505	594	manage 3058	590
595	daycare 722	513	595	except 3054	545
596	happen 716	431	596	spending 3036	493
597	proceeds 716	821	597	retired 3032	765
598	commission 714	623	598	church 3028	806
599	divorced 714	415	599	brother 3018	662
600	reliable 712	457	600	solid 3016	500
601	purchasing 712	570	601	operating 3008	530
602	assist 710	456	602	collections 2994	533
603	alone 706	510	603	banks 2982	615
604	larger 700	713	604	fallen 2980	1344
605	sooner 700	644	605	consolidating 2978	626
606	replace 698	682	606	follows 2974	451
607	trouble 698	485	607	california 2962	455
608	repaying 694	589	608	drive 2958	652
609	customers 692	516	609	partner 2958	531
610	approved 692	503	610	assistant 2948	633
611	incurred 692	527	611	price 2944	529
612	either 690	689	612	basis 2940	657
613	saved 688	721	613	nursing 2936	899
614	handle 686	582	614	status 2930	645
615	banks 686	603	615	showing 2928	522
616	space 684	780	616	explanation 2928	389
617	social 684	446	617	attorney 2920	635
618	maintenance 684	835	618	allowed 2918	690
619	final 680	703	619	might 2904	585
620	turned 680	467	620	applied 2898	644
621	faster 680	710	621	electricity 2886	515
622	growth 680	762	622	sometimes 2884	804
623	general 680	744	623	commission 2884	598
624	legal 678	583	624	plans 2884	632
625	design 678	726	625	court 2878	834
626	consolidating 678	605	626	worry 2868	871
627	weekly 678	509	627	requested 2862	525
628	simply 676	668	628	whole 2862	684
629	fresh 672	283	629	center 2860	637
630	covered 672	673	630	license 2858	686
631	related 672	858	631	america 2848	423
632	plans 670	624	632	focus 2844	713
633	assistant 668	610	633	improving 2842	559
634	charges 666	706	634	financing 2834	572
635	attorney 664	617	635	cleaning 2834	773
636	keeping 664	565	636	teaching 2832	550
637	center 662	629	637	faith 2830	963
638	maintain 662	566	638	story 2824	701
639	built 660	722	639	knows 2812	677
640	customer 658	656	640	share 2810	577
641	transportation 658	518	641	involved 2810	643
642	helped 656	482	642	husbands 2794	819
643	involved 656	641	643	november 2784	691
644	applied 654	620	644	sooner 2764	605
645	status 652	614	645	nearly 2744	481
646	issue 648	701	646	becoming 2744	682
647	probably 646	810	647	loaned 2742	527
648	assets 646	1104	648

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The Top 1000 Words in the Description of Funded Listings vs. Non-Funded Listings