In [1]:
%matplotlib inline
%config InlineBackend.figure_format = 'retina'
import asyncio
import aiohttp
import json
import matplotlib as mpl
import matplotlib.pyplot as plt
import numpy as np
import os
import pandas as pd
import requests
import seaborn as sns
import sklearn
from ast import literal_eval
from collections import defaultdict
from sklearn.preprocessing import StandardScaler
from sklearn.manifold import TSNE
pd.options.display.max_rows = 200
pd.options.display.max_columns = 50
from IPython.core.display import display, HTML
display(HTML("<style>.container { width:80% !important; }</style>"))



In [3]:
idr_gr38 = pd.read_table('quality_metric_distribution/data/idr_data_original_GRCh38_06_21_2017.tsv')
idr_hg19 = pd.read_table('quality_metric_distribution/data/idr_data_original_hg19_06_21_2017.tsv')
new_gr38 = pd.read_table('quality_metric_distribution/data/idr_metrics_GRCh38_06_30_2017.tsv')
new_hg19 = pd.read_table('quality_metric_distribution/data/idr_metrics_hg19_06_30_2017.tsv')

Summary statistics


In [4]:
idr_gr38.describe()


Out[4]:
Nt Np N1 N2 rescue_ratio self_consistency_ratio Ft Fp F1 F2 total_price
count 1572.000000 1572.000000 1572.000000 1572.000000 1572.000000 1572.000000 1404.000000 1404.000000 1404.000000 1404.000000 1571.000000
mean 16431.189567 19374.104962 13764.267176 13672.756361 1.912867 2.471204 0.050405 0.054444 0.048786 0.046469 4.386750
std 17386.636011 18296.462552 15397.602386 15083.206504 5.816754 6.418202 0.069206 0.069926 0.070210 0.065275 10.922887
min 4.000000 14.000000 3.000000 4.000000 1.000032 1.000000 0.000017 0.000135 0.000030 0.000067 0.058530
25% 3053.750000 4723.250000 2290.750000 2350.500000 1.107222 1.159298 0.006031 0.007433 0.005292 0.005047 0.166708
50% 10015.000000 13627.000000 7771.000000 7740.000000 1.265464 1.411646 0.023116 0.027385 0.019673 0.018330 0.207025
75% 24489.500000 29186.250000 20075.500000 20532.250000 1.584466 1.909372 0.065393 0.070570 0.060971 0.059427 0.266069
max 100423.000000 106703.000000 101695.000000 93494.000000 189.153846 142.535211 0.585003 0.588346 0.553675 0.526923 63.604375

In [5]:
new_gr38.replace('not_available', np.nan).apply(lambda x: pd.to_numeric(x, errors='ignore')).describe()


Out[5]:
Nt Np N1 N2 rescue_ratio self_consistency_ratio Ft Fp F1 F2
count 1589.000000 1589.000000 1727.000000 1589.000000 1589.000000 1589.000000 1421.000000 1421.000000 1491.000000 1421.000000
mean 16354.103839 19297.801762 14020.614360 13626.676526 1.909976 2.470875 0.050036 0.054059 0.050542 0.046180
std 17333.250601 18240.826359 16047.607337 15033.490079 5.786714 6.392753 0.068909 0.069633 0.077205 0.064980
min 4.000000 14.000000 3.000000 4.000000 1.000032 1.000000 0.000017 0.000135 0.000012 0.000067
25% 3041.000000 4712.000000 2193.000000 2364.000000 1.108885 1.160023 0.005958 0.007429 0.004890 0.005051
50% 9994.000000 13571.000000 7628.000000 7715.000000 1.266974 1.413914 0.022755 0.027191 0.019338 0.018327
75% 24440.000000 29126.000000 20331.000000 20527.000000 1.584562 1.910861 0.064756 0.070132 0.061625 0.059144
max 100423.000000 106703.000000 101695.000000 93494.000000 189.153846 142.535211 0.585003 0.588346 0.790521 0.526923

In [6]:
idr_hg19.describe()


Out[6]:
Nt Np N1 N2 rescue_ratio self_consistency_ratio Ft Fp F1 F2 total_price
count 1351.000000 1351.000000 1351.000000 1351.000000 1351.000000 1351.000000 60.000000 60.000000 60.000000 60.000000 1350.000000
mean 15678.586973 18808.208734 13555.929682 13295.282754 1.927984 2.371005 0.048368 0.054220 0.049833 0.046219 25.310565
std 17093.255660 18309.829743 15449.642659 14932.080833 4.981650 7.205406 0.056170 0.059428 0.055805 0.056265 19.516770
min 18.000000 26.000000 10.000000 12.000000 1.000000 1.000620 0.000101 0.000405 0.000333 0.000227 0.013735
25% 2466.500000 4098.500000 2134.500000 2045.000000 1.111129 1.145248 0.004094 0.005077 0.004892 0.002759 13.697048
50% 8817.000000 12539.000000 7376.000000 7100.000000 1.296755 1.391343 0.022760 0.029349 0.022993 0.019652 25.323867
75% 23558.000000 28641.500000 19649.500000 20283.500000 1.626197 1.889803 0.087218 0.100524 0.100174 0.069992 31.474489
max 96619.000000 134543.000000 130202.000000 93654.000000 110.185366 191.302632 0.193167 0.201301 0.199127 0.212596 121.788247

In [7]:
new_hg19.replace('not_available', np.nan).apply(lambda x: pd.to_numeric(x, errors='ignore')).describe()


Out[7]:
Nt Np N1 N2 rescue_ratio self_consistency_ratio Ft Fp F1 F2
count 1363.000000 1363.000000 1500.00000 1363.000000 1363.000000 1363.000000 72.000000 72.000000 142.000000 72.000000
mean 15642.526779 18779.597946 13853.48600 13285.687454 1.927027 2.373375 0.044133 0.049584 0.067973 0.042849
std 17045.156525 18253.646601 16175.30457 14886.334590 4.960964 7.182043 0.052916 0.055965 0.121407 0.052662
min 18.000000 26.000000 2.00000 12.000000 1.000000 1.000620 0.000101 0.000405 0.000002 0.000227
25% 2489.000000 4103.000000 2030.75000 2074.000000 1.112537 1.146407 0.004461 0.006559 0.001654 0.005755
50% 8838.000000 12546.000000 7193.50000 7163.000000 1.299340 1.391343 0.020522 0.026142 0.013026 0.019908
75% 23490.500000 28554.000000 20031.25000 20283.500000 1.626197 1.889803 0.073271 0.087923 0.096662 0.062344
max 96619.000000 134543.000000 130202.00000 93654.000000 110.185366 191.302632 0.193167 0.201301 0.789523 0.212596

In [8]:
new_gr38


Out[8]:
date analysis uuid experiment target biosample_term_name biosample_type lab rfa assembly Nt Np N1 N2 rescue_ratio self_consistency_ratio reproducibility_test Ft Fp F1 F2 state release quality_metric_of
0 2017-06-09T01:35:54.882443+00:00 https://www.encodeproject.org/analysis-step-ru... 2e7d4b38-aa64-4f30-bd40-072143bc8208 https://www.encodeproject.org/experiments/ENCS... ZNF274-human GM08714 immortalized cell line peggy-farnham ENCODE2 GRCh38 920 1004 752 843 1.0913043478260869 1.1210106382978724 pass 0.004266437505030991 0.00450723330717218 0.0038787581584199234 0.004457696119264219 done released [u'/files/ENCFF897HDW/', u'/files/ENCFF329TZO/']
1 2017-06-09T01:32:24.178350+00:00 https://www.encodeproject.org/analysis-step-ru... 50016ba5-1050-4ffb-a0d0-4a05bbb88a48 https://www.encodeproject.org/experiments/ENCS... JUND-human MCF-7 immortalized cell line richard-myers ENCODE2 GRCh38 10788 14668 6196 9040 1.3596588802373006 1.459005810200129 pass 0.024894580765019648 0.030409933543941264 0.020067343279784693 0.022519052686713767 done released [u'/files/ENCFF918BVV/', u'/files/ENCFF569ZCY/']
2 2017-05-23T23:44:41.769815+00:00 https://www.encodeproject.org/analysis-step-ru... 27359c37-3d2d-4aac-90f9-4bfe12b800d1 https://www.encodeproject.org/experiments/ENCS... USF1-human K562 immortalized cell line richard-myers ENCODE2 GRCh38 14182 21382 16367 5891 1.507685798900014 2.7783058903411986 borderline 0.09668138508786722 0.11224134809578616 0.09534837462507277 0.0882317664320779 done released [u'/files/ENCFF717KGR/', u'/files/ENCFF409EYL/']
3 2017-06-09T01:42:32.202443+00:00 https://www.encodeproject.org/analysis-step-ru... e62fdecb-5c63-4a22-8209-7aff114d9717 https://www.encodeproject.org/experiments/ENCS... ARID3A-human K562 immortalized cell line michael-snyder ENCODE2 GRCh38 10619 11463 8206 2266 1.0794801770411526 3.621359223300971 borderline 0.020823081764173045 0.02183071408082467 0.017614956448477534 0.007294785693164625 done released [u'/files/ENCFF272CWK/', u'/files/ENCFF757OML/']
4 2017-06-09T01:08:24.850590+00:00 https://www.encodeproject.org/analysis-step-ru... 0835f6e5-80ad-42bc-a7cf-f863b4a79bf4 https://www.encodeproject.org/experiments/ENCS... CTCF-human K562 immortalized cell line john-stamatoyannopoulos ENCODE2 GRCh38 39447 44723 37639 23356 1.1337490810454534 1.61153450933379 pass 0.20429701261717428 0.2121795084897384 0.20121022094020669 0.17612375914691775 done released [u'/files/ENCFF389ELU/', u'/files/ENCFF843VHC/']
5 2016-12-16T08:42:37.639744+00:00 https://www.encodeproject.org/analysis-step-ru... 660973c4-c1dc-4772-b1c4-56ee992e8f87 https://www.encodeproject.org/experiments/ENCS... RXRA-human HepG2 immortalized cell line richard-myers ENCODE2 GRCh38 12197 26124 4332 25646 2.141838156923834 5.920129270544783 fail not_available not_available not_available not_available done released [u'/files/ENCFF141JYN/', u'/files/ENCFF105TFM/']
6 2017-06-09T01:20:08.975166+00:00 https://www.encodeproject.org/analysis-step-ru... 615c1ff3-f02d-48df-8663-afc8d3e27eb6 https://www.encodeproject.org/experiments/ENCS... JUND-human GM12878 immortalized cell line michael-snyder ENCODE2 GRCh38 6987 7452 4805 2488 1.0665521683125805 1.9312700964630225 pass 0.01336072133131294 0.013942925907516708 0.00986593871703258 0.010908948354428277 done released [u'/files/ENCFF330LVI/', u'/files/ENCFF873DJD/']
7 2017-05-17T06:16:38.913939+00:00 https://www.encodeproject.org/analysis-step-ru... 324db417-5a13-4b89-ab9d-00a91c0a95c7 https://www.encodeproject.org/experiments/ENCS... NKRF-human MCF-7 immortalized cell line michael-snyder ENCODE3 GRCh38 224 1960 3914 516 8.75 7.5852713178294575 fail 0.00036649138468563023 0.0021017987544353855 0.005520505460597057 0.0007564330929755675 done submitted [u'/files/ENCFF886OCK/', u'/files/ENCFF357AHA/']
8 2017-06-09T01:44:27.322619+00:00 https://www.encodeproject.org/analysis-step-ru... 637b89ac-2644-48c0-a878-bdc4f6679e74 https://www.encodeproject.org/experiments/ENCS... TCF12-human GM12878 immortalized cell line richard-myers ENCODE2 GRCh38 21278 25354 13423 9267 1.1915593570824325 1.4484730765080394 pass 0.06527046505064417 0.0738115805824069 0.06234407518114864 0.040798515559888664 done released [u'/files/ENCFF768VSH/', u'/files/ENCFF176ILA/']
9 2017-05-24T00:15:21.099439+00:00 https://www.encodeproject.org/analysis-step-ru... 273827cb-c0e0-4917-987a-c40cb583585f https://www.encodeproject.org/experiments/ENCS... SIN3A-human HepG2 immortalized cell line richard-myers ENCODE2 GRCh38 17431 22971 3031 20191 1.3178245654294074 6.661497855493237 borderline 0.0548436685465529 0.0629177064425731 0.0125172963357371 0.06504466452018037 done released [u'/files/ENCFF222NHS/', u'/files/ENCFF635YMI/']
10 2017-06-09T01:39:15.631122+00:00 https://www.encodeproject.org/analysis-step-ru... 5b5987b1-f513-41a9-b949-d501c3292a81 https://www.encodeproject.org/experiments/ENCS... FUS-human K562 immortalized cell line xiang-dong-fu ENCODE3 GRCh38 2633 2886 1061 782 1.0960881124192936 1.356777493606138 pass 0.004517436280070463 0.004850738268575125 0.002469464408512174 0.0018162770811958754 done released [u'/files/ENCFF688ARM/', u'/files/ENCFF500ARI/']
11 2017-05-23T23:54:46.325341+00:00 https://www.encodeproject.org/analysis-step-ru... 65fca708-37a1-4f0b-981c-b719bfb59c65 https://www.encodeproject.org/experiments/ENCS... FOXA1-human A549 immortalized cell line richard-myers ENCODE2 GRCh38 27178 33876 21624 23727 1.2464493340201634 1.0972530521642618 pass 0.09609050277502554 0.10464003758990759 0.0748865101025914 0.11372189579349327 done released [u'/files/ENCFF791VHV/', u'/files/ENCFF297HAX/']
12 2017-06-09T01:18:49.294555+00:00 https://www.encodeproject.org/analysis-step-ru... c2f0754f-c0c2-4098-a6e0-244f7c077304 https://www.encodeproject.org/experiments/ENCS... NONO-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 824 2522 1234 886 3.0606796116504853 1.3927765237020315 borderline 0.0009867453048463197 0.002111007405555984 0.001340261035566983 0.0010778306389656806 done released [u'/files/ENCFF108IZQ/', u'/files/ENCFF328XWJ/']
13 2017-06-09T01:19:28.797255+00:00 https://www.encodeproject.org/analysis-step-ru... d6af6587-9285-45bd-9b20-af94c488354b https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF740-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 4524 5910 2499 4434 1.306366047745358 1.7743097238895558 pass 0.005963968260625262 0.007211175391862516 0.003592550628762525 0.0063598410961042216 done released [u'/files/ENCFF865OKF/', u'/files/ENCFF970WRP/']
14 2017-05-26T02:22:03.995595+00:00 https://www.encodeproject.org/analysis-step-ru... 6872c2b8-7b97-4e91-b3de-1c8772c1e0eb https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF610-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 11408 14851 10770 5899 1.301805750350631 1.8257331751144261 pass 0.01627553797919443 0.019763499234759764 0.01723045430700368 0.009229977930177987 done released [u'/files/ENCFF314BZO/', u'/files/ENCFF339XZT/']
15 2017-06-09T00:57:48.576330+00:00 https://www.encodeproject.org/analysis-step-ru... 2052ca23-c0d4-42a0-ab52-858efef72f33 https://www.encodeproject.org/experiments/ENCS... ZNF507-human MCF-7 immortalized cell line michael-snyder ENCODE3 GRCh38 2303 3035 1551 2380 1.3178462874511507 1.5344938749194068 pass 0.0074906946091615675 0.008184967750108999 0.00787738417982274 0.007281996616075248 done submitted [u'/files/ENCFF675SAG/', u'/files/ENCFF236IMY/']
16 2017-06-09T00:57:05.130523+00:00 https://www.encodeproject.org/analysis-step-ru... cafcb268-1704-4dc2-a40f-38851083221f https://www.encodeproject.org/experiments/ENCS... MAX-human K562 immortalized cell line michael-snyder ENCODE2 GRCh38 29908 38430 32203 9014 1.2849404841513976 3.572553805191924 borderline 0.11756696948061425 0.13195920492601898 0.12262975743071565 0.06321743061362337 done released [u'/files/ENCFF618VMC/', u'/files/ENCFF481AOS/']
17 2017-06-09T01:59:15.545756+00:00 https://www.encodeproject.org/analysis-step-ru... 9367362a-71e2-4c9a-a99b-730a7ee8d335 https://www.encodeproject.org/experiments/ENCS... MBD2-human MCF-7 immortalized cell line richard-myers ENCODE3 GRCh38 6851 11657 12002 2651 1.7015034301561816 4.527348170501697 borderline 0.014240714169669062 0.020198474067591392 0.0309071195509517 0.004841198328143736 done released [u'/files/ENCFF002VCK/', u'/files/ENCFF464QAL/']
18 2017-04-11T05:21:19.384823+00:00 https://www.encodeproject.org/analysis-step-ru... 56437e27-36a5-408f-bc01-b02bba7e4b4a https://www.encodeproject.org/experiments/ENCS... CTCF-human spleen tissue vishwanath-iyer ENCODE2 GRCh38 36711 38646 29148 27715 1.0527089973032606 1.051704852967707 pass not_available not_available not_available not_available done released [u'/files/ENCFF720CRM/', u'/files/ENCFF068YLN/']
19 2017-05-26T02:13:44.598149+00:00 https://www.encodeproject.org/analysis-step-ru... 37f2b30b-41ce-41a1-9c34-dcfc3e74b232 https://www.encodeproject.org/experiments/ENCS... TARDBP-human MCF-7 immortalized cell line michael-snyder ENCODE3 GRCh38 6893 11960 5259 9159 1.7350935731901929 1.7415858528237307 pass 0.010428875489977125 0.01530418154733382 0.007568660147599863 0.01508049687219057 done released [u'/files/ENCFF431EFX/', u'/files/ENCFF233RBO/']
20 2017-05-24T00:01:59.944555+00:00 https://www.encodeproject.org/analysis-step-ru... 7a0e4e16-7cc6-4c8d-83f5-394496284966 https://www.encodeproject.org/experiments/ENCS... TARDBP-human HepG2 immortalized cell line xiang-dong-fu ENCODE3 GRCh38 4573 7406 6178 1440 1.619505794883009 4.290277777777778 borderline 0.006412921132058479 0.009114051852447444 0.009657678395508965 0.0021300219539211246 done submitted [u'/files/ENCFF307YZB/', u'/files/ENCFF696QPP/']
21 2017-05-12T10:47:18.763453+00:00 https://www.encodeproject.org/analysis-step-ru... 153d348a-5028-4f22-a0dc-f3566308c6b8 https://www.encodeproject.org/experiments/ENCS... NFXL1-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 3850 6025 5063 2520 1.5649350649350648 2.009126984126984 borderline 0.0049817154481337075 0.006692042681389105 0.007285950359958673 0.0032423272610673766 done released [u'/files/ENCFF467MFZ/', u'/files/ENCFF860IXB/']
22 2017-05-12T11:50:48.686275+00:00 https://www.encodeproject.org/analysis-step-ru... b0ac94c3-b586-4d50-b87b-72c4fca1dd2f https://www.encodeproject.org/experiments/ENCS... LARP7-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 18727 22280 15965 15561 1.1897260639718055 1.0259623417518153 pass 0.025928837546602846 0.02995758049712755 0.022586091102503883 0.023226427363912047 done released [u'/files/ENCFF830PVS/', u'/files/ENCFF305SLO/']
23 2017-05-05T21:08:20.934709+00:00 https://www.encodeproject.org/analysis-step-ru... 7b679673-a113-46cc-8b14-c759ebf3d97d https://www.encodeproject.org/experiments/ENCS... PTBP1-human K562 immortalized cell line xiang-dong-fu ENCODE3 GRCh38 4487 4918 1516 1419 1.09605527078226 1.0683579985905567 pass 0.011332062270956867 0.011955403168365656 0.006159535799433965 0.005681823675409446 done released [u'/files/ENCFF888TCK/', u'/files/ENCFF917HXV/']
24 2017-06-07T07:35:08.528972+00:00 https://www.encodeproject.org/analysis-step-ru... 42a6d318-a22b-45bc-b8ea-6146e1d4fd13 https://www.encodeproject.org/experiments/ENCS... SMARCA5-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 20259 23212 19336 13782 1.145762377215065 1.4029894064722102 pass 0.03126094801088329 0.035174407263590994 0.03635042192046828 0.01819530365377364 done released [u'/files/ENCFF815RKD/', u'/files/ENCFF052STI/']
25 2017-06-07T06:26:48.786319+00:00 https://www.encodeproject.org/analysis-step-ru... 76e296dd-9b5c-46e6-b56a-19e6fe4e86c5 https://www.encodeproject.org/experiments/ENCS... SMARCA5-human MCF-7 immortalized cell line michael-snyder ENCODE3 GRCh38 7067 11225 4045 6851 1.588368473185227 1.6936959208899875 pass 0.0072255491284389335 0.010211119286712873 0.004432085947834782 0.007883860847357864 done released [u'/files/ENCFF618JNX/', u'/files/ENCFF090GMA/']
26 2017-04-21T01:59:13.847569+00:00 https://www.encodeproject.org/analysis-step-ru... 04fad246-4d62-4c90-9a5f-42868faa789b https://www.encodeproject.org/experiments/ENCS... ZNF687-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 11965 24637 6992 30315 2.0590890096113665 4.33566933638444 fail not_available not_available not_available not_available done submitted [u'/files/ENCFF580DAF/', u'/files/ENCFF901JKC/']
27 2017-05-05T21:30:59.364841+00:00 https://www.encodeproject.org/analysis-step-ru... 6ce2a639-ad4e-4dad-80b1-8f2895d83d4d https://www.encodeproject.org/experiments/ENCS... BCLAF1-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 832 2002 1078 698 2.40625 1.5444126074498568 borderline 0.0010434245065539703 0.0020798780877713777 0.0014614333235330296 0.0009038282952771587 done submitted [u'/files/ENCFF478IFD/', u'/files/ENCFF094XPM/']
28 2017-05-23T23:58:02.606056+00:00 https://www.encodeproject.org/analysis-step-ru... ad4ed5d0-cf4d-4f76-a4db-37ce4cbf8302 https://www.encodeproject.org/experiments/ENCS... DOT1L-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 1184 3284 2223 993 2.7736486486486487 2.2386706948640485 fail 0.0015592562842621724 0.0035053261251255085 0.003229061989502132 0.0012209744528268243 done submitted [u'/files/ENCFF181VRF/', u'/files/ENCFF018RBS/']
29 2017-05-12T14:43:00.166102+00:00 https://www.encodeproject.org/analysis-step-ru... acdcdcad-0f94-4faa-90a6-47af988a5e20 https://www.encodeproject.org/experiments/ENCS... IKZF1-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 68732 66682 51450 57347 1.030742929126301 1.1146161321671526 pass 0.15704608489146413 0.1550482273436525 0.1276732994144813 0.14671828075243373 done released [u'/files/ENCFF018NNF/']
30 2017-05-23T23:48:43.671221+00:00 https://www.encodeproject.org/analysis-step-ru... 53a10bd8-5aa9-4157-9816-6378308f52e3 https://www.encodeproject.org/experiments/ENCS... SRSF1-human HepG2 immortalized cell line xiang-dong-fu ENCODE3 GRCh38 11298 11899 4779 3315 1.0531952557974862 1.441628959276018 pass 0.02899384179366846 0.029894820517032544 0.016956757046063513 0.01100290964626231 done released [u'/files/ENCFF613VMS/', u'/files/ENCFF131DDP/']
31 2017-05-24T00:14:34.841501+00:00 https://www.encodeproject.org/analysis-step-ru... 8c9882bf-0498-41c4-918b-54e8574d993e https://www.encodeproject.org/experiments/ENCS... CTCF-human MCF-7 immortalized cell line vishwanath-iyer ENCODE2 GRCh38 82286 68168 56805 75552 1.2071059734772913 1.3300237655135991 pass 0.2585634636173623 0.23934046633859993 0.22727523759742216 0.25071729723825376 done released [u'/files/ENCFF785NTC/']
32 2017-05-24T00:15:15.687135+00:00 https://www.encodeproject.org/analysis-step-ru... d56f1bad-91bc-42df-b218-05b2eaca9df1 https://www.encodeproject.org/experiments/ENCS... ARID1B-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 47433 49796 43845 39412 1.0498176375097505 1.1124784329645794 pass 0.11793508601413343 0.11965563026290091 0.13141549789959664 0.09801329833473223 done released [u'/files/ENCFF249TYS/', u'/files/ENCFF771TNK/']
33 2017-05-12T21:55:28.987160+00:00 https://www.encodeproject.org/analysis-step-ru... b2ee7b66-0913-47a8-87e1-6653fcd53bee https://www.encodeproject.org/experiments/ENCS... eGFP-BCL6B-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 8315 10197 6220 6572 1.2263379434756465 1.0565916398713826 pass 0.01019914860182543 0.011571453191015154 0.008774088276513475 0.008723887538705831 done released [u'/files/ENCFF025DSF/', u'/files/ENCFF165BAG/']
34 2017-05-26T02:22:32.439424+00:00 https://www.encodeproject.org/analysis-step-ru... 5f558cd1-1f87-47b3-87e7-1434753da0ec https://www.encodeproject.org/experiments/ENCS... TAF1-human H1-hESC stem cell richard-myers ENCODE2 GRCh38 27898 28901 21635 14003 1.0359523980213636 1.5450260658430337 pass 0.1501301553557069 0.1520514721465139 0.15715261847907652 0.09232552342971087 done released [u'/files/ENCFF026ZRB/', u'/files/ENCFF870SFJ/']
35 2017-05-05T21:04:04.339221+00:00 https://www.encodeproject.org/analysis-step-ru... cf5ece38-3736-4f26-824e-df0377b269db https://www.encodeproject.org/experiments/ENCS... SRSF1-human K562 immortalized cell line xiang-dong-fu ENCODE3 GRCh38 1156 1183 481 347 1.023356401384083 1.3861671469740633 pass 0.0024613012587459465 0.002459649540931219 0.0014611519159981423 0.0010551750234340772 done released [u'/files/ENCFF862DEO/', u'/files/ENCFF986BVH/']
36 2017-05-12T10:55:40.911896+00:00 https://www.encodeproject.org/analysis-step-ru... 83b07f1d-557d-44ea-ace9-447ee500d372 https://www.encodeproject.org/experiments/ENCS... AFF1-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 14106 19909 13940 13126 1.411385226144903 1.062014322718269 pass 0.06475632812959721 0.07346140035321981 0.0682328746817415 0.0615004304917297 done submitted [u'/files/ENCFF646AZP/', u'/files/ENCFF489SKQ/']
37 2017-05-05T21:19:40.052666+00:00 https://www.encodeproject.org/analysis-step-ru... 4f79ed1f-40cc-48ad-beaa-f565e5db0334 https://www.encodeproject.org/experiments/ENCS... SP1-human HepG2 immortalized cell line richard-myers ENCODE2 GRCh38 2011 34668 38350 297 17.239184485330682 129.12457912457913 fail 0.012074506158240114 0.08706057963978127 0.11949914899486687 0.0011792590868927187 done released [u'/files/ENCFF636ARM/', u'/files/ENCFF175VXL/']
38 2017-06-09T01:49:11.124588+00:00 https://www.encodeproject.org/analysis-step-ru... fd16aa8e-94e9-446a-86f5-44e8cb1472a8 https://www.encodeproject.org/experiments/ENCS... TAF1-human GM12892 immortalized cell line richard-myers ENCODE2 GRCh38 10920 12291 9090 4751 1.1255494505494505 1.9132814144390655 pass 0.033113960862415054 0.03485379124264565 0.03692928932569733 0.018037686133196652 done released [u'/files/ENCFF893SZU/', u'/files/ENCFF033PLJ/']
39 2017-04-12T07:12:25.252872+00:00 https://www.encodeproject.org/analysis-step-ru... ce265dbc-6f68-44d0-9adc-e04742c6fe50 https://www.encodeproject.org/experiments/ENCS... BCLAF1-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 1222 2725 1729 969 2.229950900163666 1.7843137254901962 borderline not_available not_available not_available not_available done released [u'/files/ENCFF156ZBF/', u'/files/ENCFF381ZDU/']
40 2017-04-21T01:27:28.827340+00:00 https://www.encodeproject.org/analysis-step-ru... ec517233-2270-41ba-84b7-8eec1fab06cf https://www.encodeproject.org/experiments/ENCS... BCLAF1-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 209 381 173 182 1.8229665071770336 1.0520231213872833 pass not_available not_available not_available not_available done released [u'/files/ENCFF506PXL/', u'/files/ENCFF611LKA/']
41 2017-04-21T02:50:54.131659+00:00 https://www.encodeproject.org/analysis-step-ru... 140146ed-db78-400c-956c-78adef57078c https://www.encodeproject.org/experiments/ENCS... ZNF592-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 29704 36010 22544 29291 1.2122946404524644 1.2992814052519517 pass not_available not_available not_available not_available done released [u'/files/ENCFF277ZUZ/', u'/files/ENCFF972UGK/']
42 2017-05-26T02:20:48.920289+00:00 https://www.encodeproject.org/analysis-step-ru... fa7e6751-a6b5-4af7-acf7-050a923309a3 https://www.encodeproject.org/experiments/ENCS... MAFK-human MCF-7 immortalized cell line michael-snyder ENCODE3 GRCh38 9669 12661 10398 7884 1.3094425483503982 1.3188736681887367 pass 0.020248409845740264 0.0224354771116611 0.025826767926053693 0.015311990996843062 done released [u'/files/ENCFF821RYS/', u'/files/ENCFF873SVI/']
43 2017-06-09T00:56:28.829541+00:00 https://www.encodeproject.org/analysis-step-ru... 1630162f-1d1e-4eb9-894c-bf2f2d17328c https://www.encodeproject.org/experiments/ENCS... RUNX1-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 3184 5220 2633 3557 1.6394472361809045 1.350930497531333 pass 0.004286537044091613 0.006042647698445025 0.003920865240334597 0.004805084663449815 done released [u'/files/ENCFF545WXN/', u'/files/ENCFF264QLP/']
44 2017-05-05T21:11:05.046354+00:00 https://www.encodeproject.org/analysis-step-ru... 06e669e2-b3a3-42c2-9579-f9d398eaedff https://www.encodeproject.org/experiments/ENCS... AGO1-human HepG2 immortalized cell line xiang-dong-fu ENCODE3 GRCh38 12671 13833 6926 6811 1.0917054691815957 1.0168844516223756 pass 0.051131354785297296 0.05298462398041146 0.03773801776146452 0.03688512615617492 done submitted [u'/files/ENCFF627BHP/', u'/files/ENCFF225YFT/']
45 2017-06-15T23:29:54.371092+00:00 https://www.encodeproject.org/analysis-step-ru... a8064400-2db4-4678-abe2-c12c57f7ce4b https://www.encodeproject.org/experiments/ENCS... EP300-human tibial nerve tissue richard-myers ENCODE3 GRCh38 not_available not_available 18944 not_available not_available not_available not_available not_available not_available 0.03196033503553153 not_available done released [u'/files/ENCFF848EEE/']
46 2017-05-24T00:05:50.029252+00:00 https://www.encodeproject.org/analysis-step-ru... 03baf0f0-fcaa-4604-843e-9c86daef42a4 https://www.encodeproject.org/experiments/ENCS... ZNF207-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 10343 16462 7381 13412 1.591607850720294 1.8170979542067471 pass 0.011462100457211508 0.0168318265017432 0.00847539286064237 0.017114067831821254 done released [u'/files/ENCFF580TAE/', u'/files/ENCFF676BIG/']
47 2017-06-15T23:27:40.109921+00:00 https://www.encodeproject.org/analysis-step-ru... fb80ae5d-a2b4-4fe7-bcdf-fde0110c8412 https://www.encodeproject.org/experiments/ENCS... EP300-human ovary tissue richard-myers ENCODE3 GRCh38 not_available not_available 5945 not_available not_available not_available not_available not_available not_available 0.009240778409716741 not_available done released [u'/files/ENCFF353CLB/']
48 2017-06-15T23:21:35.152539+00:00 https://www.encodeproject.org/analysis-step-ru... 026c50ce-3109-4772-9e04-30355453f6b9 https://www.encodeproject.org/experiments/ENCS... EP300-human breast epithelium tissue richard-myers ENCODE3 GRCh38 not_available not_available 80 not_available not_available not_available not_available not_available not_available 0.00010243019958011783 not_available done released [u'/files/ENCFF978RPI/']
49 2017-05-24T00:02:18.286605+00:00 https://www.encodeproject.org/analysis-step-ru... d98a4abc-afb9-45ec-9260-5f6ca5fb915a https://www.encodeproject.org/experiments/ENCS... RAD21-human GM12878 immortalized cell line richard-myers ENCODE2 GRCh38 38814 43487 27991 35783 1.1203947029422374 1.2783751920260085 pass 0.19057095394609674 0.1966611756464787 0.16190565044778038 0.19394406859246807 done released [u'/files/ENCFF618UTS/', u'/files/ENCFF654EGO/']
50 2017-05-26T02:21:00.353046+00:00 https://www.encodeproject.org/analysis-step-ru... 3474992b-6678-4280-a403-8db50324116c https://www.encodeproject.org/experiments/ENCS... PKNOX1-human MCF-7 immortalized cell line michael-snyder ENCODE3 GRCh38 23308 31503 19531 26090 1.3515960185344087 1.3358250985612616 pass 0.0956840825041681 0.10175653924918235 0.07996366127341512 0.11077973742155374 done released [u'/files/ENCFF795JGA/', u'/files/ENCFF105PFS/']
51 2017-05-24T00:13:24.437627+00:00 https://www.encodeproject.org/analysis-step-ru... b3288514-318f-4113-959b-9d9fff6eded7 https://www.encodeproject.org/experiments/ENCS... ZNF654-human MCF-7 immortalized cell line michael-snyder ENCODE3 GRCh38 14703 18031 15018 8923 1.2263483642793989 1.6830662333295976 pass 0.017953959176747872 0.02088890056955949 0.02438482130863234 0.01111012056353934 done submitted [u'/files/ENCFF837AEO/', u'/files/ENCFF569RYL/']
52 2017-05-23T23:53:41.451519+00:00 https://www.encodeproject.org/analysis-step-ru... 5ee63925-f8f0-4777-9d1e-d3dd4b140c75 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF707-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 2423 3461 2418 1804 1.4283945522080066 1.3403547671840355 pass 0.0034631074934143766 0.004354563703761254 0.0036748658720755518 0.0027688046485772563 done released [u'/files/ENCFF019YHK/', u'/files/ENCFF735QIK/']
53 2017-05-23T23:08:15.499195+00:00 https://www.encodeproject.org/analysis-step-ru... 69f7ac09-a1c5-44b1-9b35-93fa0a77f858 https://www.encodeproject.org/experiments/ENCS... eGFP-ZSCAN5CP-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 10512 19954 12720 11355 1.8982115677321156 1.120211360634082 pass 0.011851051985986731 0.019311067495116005 0.018608496965094902 0.011400518541959013 done released [u'/files/ENCFF679DYR/', u'/files/ENCFF276OHI/']
54 2017-06-09T01:41:07.516420+00:00 https://www.encodeproject.org/analysis-step-ru... 09fcec01-1345-48f6-9383-de09a5cba0f1 https://www.encodeproject.org/experiments/ENCS... FOXA2-human HepG2 immortalized cell line richard-myers ENCODE2 GRCh38 16736 48727 7657 50549 2.9115081261950286 6.6016716729789735 fail 0.08033467984599273 0.14005618741967749 0.04151579623218186 0.1571019604721863 done released [u'/files/ENCFF184NAC/', u'/files/ENCFF010NID/']
55 2017-05-26T02:19:36.409897+00:00 https://www.encodeproject.org/analysis-step-ru... 54c0db24-26e4-4a17-b847-3aa9c1615911 https://www.encodeproject.org/experiments/ENCS... HDAC1-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 1947 3992 2503 2054 2.0503338469440164 1.2185978578383643 borderline 0.0023142344019383638 0.004138821721792216 0.003366271865326508 0.0022892130089951735 done released [u'/files/ENCFF661VOO/', u'/files/ENCFF237ZFZ/']
56 2017-05-23T23:45:10.578543+00:00 https://www.encodeproject.org/analysis-step-ru... ae19e9c8-cde3-4b66-a3ca-23663232bb05 https://www.encodeproject.org/experiments/ENCS... MYC-human K562 immortalized cell line sherman-weissman ENCODE2 GRCh38 11061 12518 4312 3294 1.1317240755808697 1.3090467516697024 pass 0.043123892298939495 0.04624905044236943 0.031478421282826026 0.017008524683105996 done released [u'/files/ENCFF120IMP/', u'/files/ENCFF339AQP/']
57 2017-05-12T10:39:03.523908+00:00 https://www.encodeproject.org/analysis-step-ru... 9bb183a9-a2d4-4a2b-82d3-fbf01fe192f3 https://www.encodeproject.org/experiments/ENCS... SUZ12-human MCF-7 immortalized cell line michael-snyder ENCODE3 GRCh38 4277 6760 4933 3292 1.580547112462006 1.4984811664641555 pass 0.0100246746832518 0.012063581975711165 0.012560084110575458 0.007196687089394861 done released [u'/files/ENCFF517VDG/', u'/files/ENCFF258ZVN/']
58 2017-06-09T01:45:53.301748+00:00 https://www.encodeproject.org/analysis-step-ru... 3c6b83dd-64fd-4554-8e8a-afb9401ea164 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF571-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 944 1596 493 776 1.6906779661016949 1.5740365111561867 pass 0.00109491833742335 0.0015719428089220546 0.0006894175490603449 0.0009877302879458447 done released [u'/files/ENCFF056PFS/', u'/files/ENCFF388XSN/']
59 2017-06-09T01:32:03.263883+00:00 https://www.encodeproject.org/analysis-step-ru... afec33ea-5450-4576-88d3-773ff59e512e https://www.encodeproject.org/experiments/ENCS... RFX5-human SK-N-SH immortalized cell line michael-snyder ENCODE2 GRCh38 7420 8503 3937 6042 1.1459568733153638 1.5346710693421386 pass 0.018617635910002404 0.019796645062527117 0.01325085140562044 0.017746423393127916 done released [u'/files/ENCFF773HOI/', u'/files/ENCFF502JJJ/']
60 2017-05-23T23:56:33.450219+00:00 https://www.encodeproject.org/analysis-step-ru... ca0051e5-0183-448d-bd18-9ff263d8b837 https://www.encodeproject.org/experiments/ENCS... GABPA-human HeLa-S3 immortalized cell line richard-myers ENCODE2 GRCh38 7015 7552 4291 5924 1.0765502494654313 1.3805639711023072 pass 0.03428319463707032 0.03488422867242477 0.025374440278334787 0.03639130681832085 done released [u'/files/ENCFF868ZRM/', u'/files/ENCFF091UDB/']
61 2017-06-09T01:43:40.637594+00:00 https://www.encodeproject.org/analysis-step-ru... 3d1cb313-d738-4e85-91ad-48ec04949045 https://www.encodeproject.org/experiments/ENCS... MEF2A-human GM12878 immortalized cell line richard-myers ENCODE2 GRCh38 18818 22732 9627 9187 1.2079923477521521 1.0478937629258736 pass 0.07281473719224245 0.07859311366083928 0.06545073359592804 0.04011773024731358 done released [u'/files/ENCFF958GXF/', u'/files/ENCFF131JIX/']
62 2017-05-24T00:13:51.012216+00:00 https://www.encodeproject.org/analysis-step-ru... eba593e0-31e2-4c74-be47-9f0db557ab63 https://www.encodeproject.org/experiments/ENCS... NCOR1-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 24151 26125 19187 23457 1.0817357459318455 1.2225465158701203 pass 0.0510618607913898 0.05239727944793982 0.039308339511743465 0.06107829870704969 done released [u'/files/ENCFF856HUK/', u'/files/ENCFF577EBU/']
63 2017-05-24T00:13:07.831479+00:00 https://www.encodeproject.org/analysis-step-ru... 2f774c65-58dc-4e0e-b889-63c23fb25ed3 https://www.encodeproject.org/experiments/ENCS... MAFK-human GM12878 immortalized cell line michael-snyder ENCODE2 GRCh38 4251 7200 1496 1535 1.6937191249117856 1.0260695187165776 pass 0.00955427266635999 0.01529007977240622 0.008060509788296089 0.007675119630661692 done released [u'/files/ENCFF186AWV/', u'/files/ENCFF335NCG/']
64 2017-05-24T00:15:34.942277+00:00 https://www.encodeproject.org/analysis-step-ru... d523187a-0b50-46a7-8646-86e8b48c77bf https://www.encodeproject.org/experiments/ENCS... RAD21-human neural cell in vitro differentiated cells michael-snyder ENCODE3 GRCh38 45373 44909 36039 36453 1.0103320047206574 1.0114875551485891 pass 0.1888795510523932 0.18807145266311712 0.1810835792010428 0.16958261304027591 done released [u'/files/ENCFF454TRL/']
65 2017-05-23T21:31:19.956289+00:00 https://www.encodeproject.org/analysis-step-ru... 82f70fed-b88e-4ec1-90c4-ad22bca1f517 https://www.encodeproject.org/experiments/ENCS... SP1-human H1-hESC stem cell richard-myers ENCODE2 GRCh38 18186 20024 11188 9015 1.1010667546464312 1.2410427066001108 pass 0.05115478964154163 0.05392616373877398 0.043984208552813917 0.03357779549849004 done released [u'/files/ENCFF695XRW/', u'/files/ENCFF500JFI/']
66 2017-05-23T23:59:12.489249+00:00 https://www.encodeproject.org/analysis-step-ru... 58607a87-1ebc-4574-88ec-05f72b78531f https://www.encodeproject.org/experiments/ENCS... eGFP-GLIS1-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 57339 64413 59159 44936 1.1233715272327736 1.3165168239273635 pass 0.16662520851655285 0.17447626141459777 0.19783239476008946 0.11953359771637485 done released [u'/files/ENCFF861MFY/', u'/files/ENCFF452YBB/']
67 2016-11-01T20:35:49.976860+00:00 https://www.encodeproject.org/analysis-step-ru... 3427aef1-a5bf-4695-80fa-6ff43797cc74 https://www.encodeproject.org/experiments/ENCS... eGFP-GLIS2-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 37772 40306 34744 27504 1.0670867309117864 1.2632344386271088 pass not_available not_available not_available not_available done released [u'/files/ENCFF369VYR/', u'/files/ENCFF855XBY/']
68 2017-06-09T00:57:34.634484+00:00 https://www.encodeproject.org/analysis-step-ru... 00c5be66-ef4e-4a45-b316-3fed33452964 https://www.encodeproject.org/experiments/ENCS... MLLT1-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 537 9360 13851 2701 17.43016759776536 5.128100703443169 fail 0.005289090460058766 0.016452211754203704 0.06573614933493233 0.0031318942474658747 done submitted [u'/files/ENCFF334QDA/', u'/files/ENCFF639MCT/']
69 2017-05-23T23:37:33.102423+00:00 https://www.encodeproject.org/analysis-step-ru... 54710ba1-5b16-407e-9451-c2949d04fde2 https://www.encodeproject.org/experiments/ENCS... eGFP-TSHZ1-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 6742 12255 10245 5174 1.8177098783743697 1.980092771550058 pass 0.009073568831515541 0.014045753302490806 0.013641283952490561 0.006940867412621539 done released [u'/files/ENCFF691JUF/', u'/files/ENCFF532WPD/']
70 2017-06-09T01:41:02.875220+00:00 https://www.encodeproject.org/analysis-step-ru... d4786b49-d17b-4056-bfcb-21d6e97b469d https://www.encodeproject.org/experiments/ENCS... ZBTB33-human HCT116 immortalized cell line richard-myers ENCODE2 GRCh38 2206 5887 4186 588 2.6686310063463283 7.119047619047619 fail 0.009497335339460464 0.014610313572535822 0.01203117179301195 0.007678816561416525 done released [u'/files/ENCFF422MCZ/', u'/files/ENCFF795HVQ/']
71 2017-05-23T23:31:11.511950+00:00 https://www.encodeproject.org/analysis-step-ru... ac749dd6-cf40-48ee-b230-1609d56b3b75 https://www.encodeproject.org/experiments/ENCS... PHB2-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 796 1883 668 791 2.3655778894472363 1.1841317365269461 borderline 0.0009896096784290593 0.0029307555850711193 0.006295179116111572 0.0010539672983716961 done submitted [u'/files/ENCFF882RPA/', u'/files/ENCFF658GLG/']
72 2017-06-09T00:56:47.969132+00:00 https://www.encodeproject.org/analysis-step-ru... 46982636-a0b1-4186-a095-518efc2aa76f https://www.encodeproject.org/experiments/ENCS... CEBPB-human HepG2 immortalized cell line michael-snyder ENCODE2 GRCh38 35233 51378 43485 17153 1.4582351772486022 2.5351250510114847 borderline 0.09286186556358852 0.11169253758483531 0.18709018523910592 0.03441854153749348 done released [u'/files/ENCFF207MUN/', u'/files/ENCFF915ZYE/']
73 2017-06-07T06:04:59.428698+00:00 https://www.encodeproject.org/analysis-step-ru... c5547fde-10c6-46bf-a69b-3c10c50b645d https://www.encodeproject.org/experiments/ENCS... TCF12-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 142 330 193 137 2.323943661971831 1.4087591240875912 borderline 0.00020732781828356343 0.00032886397857576554 0.00028867060050455357 0.0001785548521753497 done released [u'/files/ENCFF820PHL/', u'/files/ENCFF813YNJ/']
74 2017-06-09T01:44:03.573026+00:00 https://www.encodeproject.org/analysis-step-ru... 4ec154a3-83e7-45ce-ab2f-c6f74c16b2ab https://www.encodeproject.org/experiments/ENCS... DEAF1-human K562 immortalized cell line richard-myers ENCODE3 GRCh38 3410 3648 2455 3046 1.0697947214076247 1.240733197556008 pass 0.011802533579987761 0.012231506969114719 0.01060726011158296 0.011189651898455607 done released [u'/files/ENCFF532HCE/', u'/files/ENCFF389KBV/']
75 2017-06-09T01:43:27.610825+00:00 https://www.encodeproject.org/analysis-step-ru... c7d8ad4e-c75f-4061-b275-885da8fb0777 https://www.encodeproject.org/experiments/ENCS... eGFP-RBAK-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 2712 3872 1748 1883 1.4277286135693215 1.0772311212814645 pass 0.003059223162045156 0.004026244872057193 0.0023766189828840155 0.002420714187992304 done released [u'/files/ENCFF963UJV/', u'/files/ENCFF357ZHI/']
76 2016-12-17T04:24:10.723185+00:00 https://www.encodeproject.org/analysis-step-ru... 496d95da-bc1c-4058-81b8-72466363dcc5 https://www.encodeproject.org/experiments/ENCS... STAT1-human K562 immortalized cell line sherman-weissman ENCODE2 GRCh38 864 1202 677 324 1.3912037037037037 2.0895061728395063 borderline not_available not_available not_available not_available done released [u'/files/ENCFF304OMG/', u'/files/ENCFF747ICD/']
77 2017-06-09T01:20:19.876172+00:00 https://www.encodeproject.org/analysis-step-ru... 992060f0-ce25-4dfb-b49c-c5866800f932 https://www.encodeproject.org/experiments/ENCS... MTA2-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 15000 14663 13168 13035 1.022983018481893 1.0102032988108938 pass 0.026819746136383635 0.026822898594066474 0.02332596636489271 0.02517261740128474 done released [u'/files/ENCFF558XIL/']
78 2017-06-09T00:56:49.501551+00:00 https://www.encodeproject.org/analysis-step-ru... 1ed4a6bb-c579-4239-8064-73838fce6395 https://www.encodeproject.org/experiments/ENCS... DDX20-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 8287 10393 8547 5679 1.254132979365271 1.5050184891706286 pass 0.03166108264337433 0.03485767542077261 0.03519675006600753 0.024907757537847297 done released [u'/files/ENCFF161EHH/', u'/files/ENCFF536LKB/']
79 2017-06-15T23:30:06.857308+00:00 https://www.encodeproject.org/analysis-step-ru... 89dd6d78-d613-4c77-83f6-fe7942f31a63 https://www.encodeproject.org/experiments/ENCS... EP300-human vagina tissue richard-myers ENCODE3 GRCh38 not_available not_available 216 not_available not_available not_available not_available not_available not_available 0.00022198852998802135 not_available done released [u'/files/ENCFF242HMY/']
80 2017-05-24T00:10:07.793564+00:00 https://www.encodeproject.org/analysis-step-ru... 052f357d-f0e3-4357-8f26-da9a0ed36c6a https://www.encodeproject.org/experiments/ENCS... MTA2-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 13656 16940 11620 12674 1.240480374926772 1.0907056798623063 pass 0.03853151157295268 0.04245700920790898 0.033812946357296876 0.03955129601059112 done released [u'/files/ENCFF713ZVD/', u'/files/ENCFF299JOC/']
81 2017-06-17T01:23:14.618747+00:00 https://www.encodeproject.org/analysis-step-ru... fa33add0-cf51-4ce5-b624-ae3293f765c3 https://www.encodeproject.org/experiments/ENCS... POLR2AphosphoS5-human vagina tissue richard-myers ENCODE3 GRCh38 not_available not_available 77013 not_available not_available not_available not_available not_available not_available 0.5496369326865597 not_available done submitted [u'/files/ENCFF039JXQ/']
82 2017-05-05T21:00:43.327697+00:00 https://www.encodeproject.org/analysis-step-ru... 0b889468-37b7-4937-9efb-a3d7d341d53a https://www.encodeproject.org/experiments/ENCS... CTCF-human fibroblast of lung primary cell bradley-bernstein ENCODE2 GRCh38 32399 39297 33469 15947 1.2129078057964753 2.098764657929391 borderline 0.17816579698901452 0.1917952068818543 0.18292800948859356 0.14950860286378095 done released [u'/files/ENCFF954FAQ/', u'/files/ENCFF468JKI/']
83 2017-05-24T00:12:47.838903+00:00 https://www.encodeproject.org/analysis-step-ru... 3e2bdc2c-e882-49c7-aebc-21b2538bfd0b https://www.encodeproject.org/experiments/ENCS... GATA2-human SH-SY5Y immortalized cell line peggy-farnham ENCODE2 GRCh38 28305 36166 31513 22925 1.2777247836071366 1.3746128680479826 pass 0.08911664797600514 0.09913114921944498 0.10036815335484356 0.07839881602126962 done released [u'/files/ENCFF553BNV/', u'/files/ENCFF064YWN/']
84 2017-06-09T01:49:08.836128+00:00 https://www.encodeproject.org/analysis-step-ru... e5398baf-7ead-44a0-be58-a495f471e90b https://www.encodeproject.org/experiments/ENCS... FLAG-DNMT3B-human HepG2 immortalized cell line richard-myers ENCODE3 GRCh38 9905 10007 4819 4706 1.0102978293791014 1.0240118997025074 pass 0.016671838200329855 0.01660025773211063 0.009243113924664393 0.009763641394096911 done released [u'/files/ENCFF497ZJO/', u'/files/ENCFF186YGH/']
85 2017-06-09T01:35:58.207022+00:00 https://www.encodeproject.org/analysis-step-ru... e3ff8c9c-76a6-4131-822e-3ca6868b0a1b https://www.encodeproject.org/experiments/ENCS... eGFP-ZFP41-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 521 990 517 314 1.9001919385796544 1.6464968152866242 pass 0.0006440790234820893 0.0010060777946577278 0.0006651447099916804 0.00045237409853588997 done released [u'/files/ENCFF127KFE/', u'/files/ENCFF720MYN/']
86 2017-06-09T00:50:34.868760+00:00 https://www.encodeproject.org/analysis-step-ru... 83c377e6-c01b-4be8-b912-9ca9d122dc49 https://www.encodeproject.org/experiments/ENCS... eGFP-PRDM10-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 60690 64106 47839 49443 1.0562860438292965 1.0335291289533644 pass 0.1838829487475274 0.18774177657083854 0.1604894795757618 0.1705024720353022 done released [u'/files/ENCFF662LUJ/', u'/files/ENCFF680HBX/']
87 2017-06-09T01:49:28.176996+00:00 https://www.encodeproject.org/analysis-step-ru... 68924572-70ac-4e5a-826a-c9fea5465ccc https://www.encodeproject.org/experiments/ENCS... ZBED1-human K562 immortalized cell line richard-myers ENCODE3 GRCh38 5350 6235 2723 3333 1.1654205607476635 1.2240176276165993 pass 0.010709735247248444 0.011828174063473033 0.007959489937515515 0.007588845604883293 done released [u'/files/ENCFF388TYU/', u'/files/ENCFF619KWZ/']
88 2017-05-23T23:35:43.640005+00:00 https://www.encodeproject.org/analysis-step-ru... fc7e53f9-c5c0-415e-a317-316908e4d97f https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF654-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 32783 33791 29918 29099 1.030747643595766 1.028145297089247 pass 0.08397276150983835 0.08476700529898115 0.07739308892360992 0.08341478949459186 done released [u'/files/ENCFF024FLW/', u'/files/ENCFF149OME/']
89 2017-05-23T23:48:26.528590+00:00 https://www.encodeproject.org/analysis-step-ru... 399bfe66-fce8-43d6-ab5e-87dc104a4330 https://www.encodeproject.org/experiments/ENCS... BATF-human GM12878 immortalized cell line richard-myers ENCODE2 GRCh38 30090 37046 15204 29085 1.2311731472249916 1.9129834254143647 pass 0.11058335919023345 0.1220487032068856 0.058416790827530596 0.1450461849519839 done released [u'/files/ENCFF832YIE/', u'/files/ENCFF142FZS/']
90 2017-06-15T23:32:04.282312+00:00 https://www.encodeproject.org/analysis-step-ru... 89222b66-3db9-4840-85f1-c0fba48097f6 https://www.encodeproject.org/experiments/ENCS... EP300-human omental fat pad tissue richard-myers ENCODE3 GRCh38 not_available not_available 47 not_available not_available not_available not_available not_available not_available 0.000448098322923144 not_available done released [u'/files/ENCFF199FCD/']
91 2017-06-16T00:10:05.466563+00:00 https://www.encodeproject.org/analysis-step-ru... 424b8162-696d-426b-ac41-237161ead8da https://www.encodeproject.org/experiments/ENCS... EP300-human omental fat pad tissue richard-myers ENCODE3 GRCh38 not_available not_available 50 not_available not_available not_available not_available not_available not_available 7.887072340303586e-05 not_available done released [u'/files/ENCFF895RTD/']
92 2017-06-09T02:23:18.067541+00:00 https://www.encodeproject.org/analysis-step-ru... 1d8d1237-72a2-4613-8596-dca86007289d https://www.encodeproject.org/experiments/ENCS... XRCC3-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 951 1894 1181 998 1.9915878023133544 1.1833667334669338 pass 0.0009972453590571457 0.0017345384523355272 0.0014274186368909525 0.0011576607084105798 done submitted [u'/files/ENCFF086ZSD/', u'/files/ENCFF115PGE/']
93 2017-06-09T01:59:33.111239+00:00 https://www.encodeproject.org/analysis-step-ru... 21ee8284-0d02-466d-8749-b39341b4ace1 https://www.encodeproject.org/experiments/ENCS... EED-human GM12878 immortalized cell line richard-myers ENCODE3 GRCh38 35904 38787 27391 25790 1.0802974598930482 1.0620783249321442 pass 0.10179458304479672 0.10598414209178303 0.08939847102183666 0.08582292613368855 done released [u'/files/ENCFF041QPS/', u'/files/ENCFF023ALY/']
94 2017-06-09T01:50:25.132779+00:00 https://www.encodeproject.org/analysis-step-ru... f9c27294-a574-4628-bbc0-c123d49f3646 https://www.encodeproject.org/experiments/ENCS... CEBPB-human K562 immortalized cell line richard-myers ENCODE2 GRCh38 15516 25460 21841 5304 1.6408868265016756 4.117835595776772 borderline 0.05066197883831391 0.06618758374763561 0.05957941820181099 0.04376123904862206 done released [u'/files/ENCFF712GEQ/', u'/files/ENCFF813LOW/']
95 2017-06-15T23:33:45.075327+00:00 https://www.encodeproject.org/analysis-step-ru... bf4259a0-786f-4b00-8c7a-9922e1633b79 https://www.encodeproject.org/experiments/ENCS... EP300-human suprapubic skin tissue richard-myers ENCODE3 GRCh38 not_available not_available 12 not_available not_available not_available not_available not_available not_available 2.5047283875874284e-05 not_available done released [u'/files/ENCFF104UOC/']
96 2017-05-23T23:51:28.157076+00:00 https://www.encodeproject.org/analysis-step-ru... d2e5adea-9ac7-49b1-80b9-28d679e38b4d https://www.encodeproject.org/experiments/ENCS... ZNF830-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 265 959 467 347 3.6188679245283017 1.345821325648415 borderline 0.0004439547743271393 0.0010515953739792527 0.0007687440669590087 0.00048652571713875335 done submitted [u'/files/ENCFF266ALJ/', u'/files/ENCFF951OSW/']
97 2017-05-26T02:20:36.440676+00:00 https://www.encodeproject.org/analysis-step-ru... 453a8a54-6523-4340-a7b3-462fda0906db https://www.encodeproject.org/experiments/ENCS... HES1-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 5560 11667 13060 3414 2.0983812949640286 3.8254247217340365 fail 0.008221623899885042 0.0150870754714148 0.02291783123643549 0.0047309215457076274 done submitted [u'/files/ENCFF941ZLD/', u'/files/ENCFF860ZNG/']
98 2016-12-16T18:16:20.416492+00:00 https://www.encodeproject.org/analysis-step-ru... 3ad03df7-a11a-45f3-970c-686adc820cea https://www.encodeproject.org/experiments/ENCS... CHD2-human HepG2 immortalized cell line michael-snyder ENCODE2 GRCh38 6227 6830 3012 5549 1.0968363577966918 1.842297476759628 pass not_available not_available not_available not_available done released [u'/files/ENCFF902EMG/', u'/files/ENCFF181XMM/']
99 2016-10-24T17:23:39.049782+00:00 https://www.encodeproject.org/analysis-step-ru... 9614a1ad-ab54-4f83-a59d-740d8dd9ff92 https://www.encodeproject.org/experiments/ENCS... RELB-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 40062 48118 25343 41501 1.2010883131146723 1.6375725052282681 pass not_available not_available not_available not_available done released [u'/files/ENCFF192MYZ/', u'/files/ENCFF105YDI/']
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
1627 2017-04-03T17:28:49.710700+00:00 https://www.encodeproject.org/analysis-step-ru... 2256a73a-9a43-459e-bca6-e75dc5630118 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF596-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 5083 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF195LFP/']
1628 2017-04-03T17:30:02.376075+00:00 https://www.encodeproject.org/analysis-step-ru... 90abfdff-9daf-483b-ba63-2c5f00362d4f https://www.encodeproject.org/experiments/ENCS... eGFP-ZSCAN30-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 4642 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF236XCY/']
1629 2017-04-03T17:24:35.464741+00:00 https://www.encodeproject.org/analysis-step-ru... 0b3fd0b3-e264-405a-90c3-c0601fecc8f1 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF563-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 8802 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF622NEF/']
1630 2016-10-24T17:24:03.865268+00:00 https://www.encodeproject.org/analysis-step-ru... b107fde1-e370-43da-9d3d-72dcbd4b4bdf https://www.encodeproject.org/experiments/ENCS... E4F1-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 26074 29530 26558 16879 1.1325458310961112 1.5734344451685527 pass not_available not_available not_available not_available done submitted [u'/files/ENCFF752KNU/', u'/files/ENCFF233MGP/']
1631 2017-05-05T19:32:59.824485+00:00 https://www.encodeproject.org/analysis-step-ru... e18cecb4-3fed-4065-b35a-72ba22b5c9b6 https://www.encodeproject.org/experiments/ENCS... TFAP4-human HepG2 immortalized cell line richard-myers ENCODE3 GRCh38 15525 29225 30279 6125 1.8824476650563606 4.943510204081632 borderline 0.04502456339262356 0.06511297890394033 0.08353622540460579 0.015899421824612146 done released [u'/files/ENCFF912SQI/', u'/files/ENCFF696VDG/']
1632 2017-06-09T01:08:59.536919+00:00 https://www.encodeproject.org/analysis-step-ru... 1d927c67-884b-49fe-83f6-a6d60b198b54 https://www.encodeproject.org/experiments/ENCS... eGFP-TFDP1-human K562 immortalized cell line kevin-white ENCODE3 GRCh38 18586 22561 20969 9297 1.2138706553319702 2.255458750134452 borderline 0.046738672148648484 0.054320345835264336 0.05475592763229253 0.028772215326365893 done released [u'/files/ENCFF261YCK/', u'/files/ENCFF354QYM/']
1633 2017-06-09T01:49:40.019402+00:00 https://www.encodeproject.org/analysis-step-ru... 7960ef70-8f89-4767-a429-8d7c2bc2b945 https://www.encodeproject.org/experiments/ENCS... KDM4B-human K562 immortalized cell line richard-myers ENCODE3 GRCh38 5692 8271 7044 1828 1.4530920590302179 3.8533916849015317 borderline 0.015454090350683885 0.019953223758268208 0.023933199667019525 0.0051472982606957166 done released [u'/files/ENCFF561ZCZ/', u'/files/ENCFF955AOD/']
1634 2017-06-09T01:39:06.114767+00:00 https://www.encodeproject.org/analysis-step-ru... 39f680c8-d0e7-4107-8811-dbe14070a813 https://www.encodeproject.org/experiments/ENCS... eGFP-FOSL2-human MCF-7 immortalized cell line kevin-white ENCODE3 GRCh38 13645 14076 9335 10941 1.0315866617808722 1.1720407070166041 pass 0.018538156391584255 0.01891891076312821 0.012825381848413942 0.01980138520029513 done released [u'/files/ENCFF998CZO/', u'/files/ENCFF818TQX/']
1635 2017-05-05T21:24:19.820040+00:00 https://www.encodeproject.org/analysis-step-ru... 43fa554e-77b5-4bd8-a3cc-29f3c419127f https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF639-human K562 immortalized cell line kevin-white ENCODE3 GRCh38 26149 27008 17414 18550 1.032850204596734 1.065234868496612 pass 0.07803213799163437 0.07941001922915146 0.0595649273473453 0.06685650172606258 done released [u'/files/ENCFF017JQJ/', u'/files/ENCFF599CTG/']
1636 2017-05-05T21:25:18.349869+00:00 https://www.encodeproject.org/analysis-step-ru... 5325332d-ebec-4594-9567-890d96e6ddf9 https://www.encodeproject.org/experiments/ENCS... eGFP-BACH1-human K562 immortalized cell line kevin-white ENCODE3 GRCh38 12170 16298 14519 7715 1.3391947411668037 1.8819183408943616 pass 0.027634249610768165 0.03369825551879 0.03595224480755166 0.01849571018797253 done released [u'/files/ENCFF365WQR/', u'/files/ENCFF752RBV/']
1637 2017-04-03T05:01:39.197649+00:00 https://www.encodeproject.org/analysis-step-ru... cf3c2a58-2425-4740-b4ce-32990c40544b https://www.encodeproject.org/experiments/ENCS... eGFP-KLF14-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 9662 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF455IPC/']
1638 2017-05-05T21:25:00.650605+00:00 https://www.encodeproject.org/analysis-step-ru... a4033b77-e6b8-425b-b82f-e62134d8282a https://www.encodeproject.org/experiments/ENCS... CTCF-human A549 immortalized cell line michael-snyder ENCODE2 GRCh38 36455 46884 47939 28304 1.2860787271979153 1.6937182023742228 pass 0.109549350868013 0.11869246770465816 0.16221131578616227 0.06854594884491665 done released [u'/files/ENCFF646TUX/', u'/files/ENCFF277ZAR/']
1639 2017-04-03T05:01:50.129816+00:00 https://www.encodeproject.org/analysis-step-ru... 10bdc5d2-4120-44e0-bbd1-e96d9a18ef60 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF214-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 1043 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF524LIK/']
1640 2017-05-24T00:03:34.836766+00:00 https://www.encodeproject.org/analysis-step-ru... a7c3ae11-4b43-406b-b63f-2670009205bf https://www.encodeproject.org/experiments/ENCS... IRF2-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 6263 8717 4311 6160 1.3918250039916973 1.4289028067733704 pass 0.013965467613866238 0.01659064902832169 0.01126628490149302 0.01435370292237748 done released [u'/files/ENCFF403GZC/', u'/files/ENCFF886EVL/']
1641 2017-05-26T02:22:08.682312+00:00 https://www.encodeproject.org/analysis-step-ru... 41883e6a-3a0e-410e-9d09-029a6be43333 https://www.encodeproject.org/experiments/ENCS... FOS-human MCF-7 immortalized cell line michael-snyder ENCODE3 GRCh38 49350 63201 38900 56803 1.2806686930091185 1.4602313624678662 pass 0.10327835774028525 0.11309626391428886 0.09252316716862337 0.11235310214080792 done released [u'/files/ENCFF170POB/', u'/files/ENCFF890YVJ/']
1642 2017-06-09T01:49:58.017679+00:00 https://www.encodeproject.org/analysis-step-ru... 96a50334-25d9-43a8-8b3c-ac80ef03b37b https://www.encodeproject.org/experiments/ENCS... FLAG-MBD1_isoform1-human HepG2 immortalized cell line richard-myers ENCODE3 GRCh38 11320 10479 4342 5795 1.080255749594427 1.3346384154767388 pass 0.0201415219050411 0.01936181309120219 0.008046390020217854 0.013714415150347657 done released [u'/files/ENCFF515DUD/']
1643 2017-05-23T23:46:36.687454+00:00 https://www.encodeproject.org/analysis-step-ru... 3eba0724-2f8c-4f16-8c17-e62914b6b354 https://www.encodeproject.org/experiments/ENCS... eGFP-E2F5-human K562 immortalized cell line kevin-white ENCODE3 GRCh38 19544 19524 9681 13276 1.0010243802499488 1.3713459353372586 pass 0.052526870170713044 0.052505447388931 0.03169199750394971 0.041446143869796157 done released [u'/files/ENCFF468VJV/']
1644 2017-05-23T23:46:11.553089+00:00 https://www.encodeproject.org/analysis-step-ru... 3ad507e3-0341-4330-abe3-e758869d69ae https://www.encodeproject.org/experiments/ENCS... CHD2-human A549 immortalized cell line michael-snyder ENCODE3 GRCh38 2901 3440 2042 2490 1.1857980006894175 1.2193927522037218 pass 0.00799972320912792 0.008475261063658734 0.006544670196342379 0.008053602441461987 done released [u'/files/ENCFF310IDS/', u'/files/ENCFF103JEQ/']
1645 2017-04-03T17:25:35.950656+00:00 https://www.encodeproject.org/analysis-step-ru... 42cd031a-4d0a-4d3a-80e7-085315f11157 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF529-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 4325 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF590SPC/']
1646 2017-05-26T02:20:05.884919+00:00 https://www.encodeproject.org/analysis-step-ru... 2e42bc7d-f369-4498-9a36-d6d23c93a9c2 https://www.encodeproject.org/experiments/ENCS... NFE2L2-human A549 immortalized cell line michael-snyder ENCODE3 GRCh38 7257 1188 4952 5280 6.108585858585859 1.0662358642972536 borderline 0.012080106120550044 0.00458777963841706 0.010585921379117458 0.010345608310713392 done released [u'/files/ENCFF418TUX/']
1647 2017-05-23T23:58:03.219119+00:00 https://www.encodeproject.org/analysis-step-ru... b1da0788-83c3-485a-867c-234fbe626a4a https://www.encodeproject.org/experiments/ENCS... MYC-human A549 immortalized cell line michael-snyder ENCODE2 GRCh38 9032 9438 7248 3821 1.0449512843224091 1.896885632033499 pass 0.01541076718234809 0.015783443934970196 0.015462324668453941 0.006806456255044793 done released [u'/files/ENCFF542GMN/', u'/files/ENCFF674RQX/']
1648 2017-05-26T02:20:23.639478+00:00 https://www.encodeproject.org/analysis-step-ru... 74cc01f5-91a1-4775-baa1-468dcfbff0ca https://www.encodeproject.org/experiments/ENCS... CEBPB-human A549 immortalized cell line michael-snyder ENCODE2 GRCh38 43935 47003 28789 28842 1.069830431318994 1.0018409809302165 pass 0.08496620192245584 0.08774778767329074 0.0642523592556363 0.07867209988799813 done released [u'/files/ENCFF855UMP/', u'/files/ENCFF047UIF/']
1649 2016-10-31T15:59:49.959878+00:00 https://www.encodeproject.org/analysis-step-ru... 4637e618-f776-410d-82e9-7d2899131420 https://www.encodeproject.org/experiments/ENCS... RCOR1-human A549 immortalized cell line michael-snyder ENCODE3 GRCh38 653 863 310 221 1.321592649310873 1.4027149321266967 pass not_available not_available not_available not_available done released [u'/files/ENCFF993WZP/', u'/files/ENCFF505FJH/']
1650 2017-06-09T01:44:00.577065+00:00 https://www.encodeproject.org/analysis-step-ru... 5eb9d3fa-a91c-4070-8d04-e97a61ed7b2f https://www.encodeproject.org/experiments/ENCS... SOX6-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 27684 37353 21183 32533 1.3492631122670133 1.5358070150592456 pass 0.056183242148092664 0.0665738387884105 0.041348664463067945 0.07217276554167348 done released [u'/files/ENCFF251SPU/', u'/files/ENCFF431STY/']
1651 2017-04-03T05:01:34.391254+00:00 https://www.encodeproject.org/analysis-step-ru... 2174ce53-b4d4-4383-b05e-3d2cefce7891 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF513-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 1552 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF743WRE/']
1652 2017-03-21T17:56:35.751145+00:00 https://www.encodeproject.org/analysis-step-ru... 5279574e-c553-47b0-aa09-4f824bcacf82 https://www.encodeproject.org/experiments/ENCS... POLR2A-human breast epithelium tissue michael-snyder ENCODE3 GRCh38 not_available not_available 15280 not_available not_available not_available not_available not_available not_available not_available not_available done released [u'/files/ENCFF294TAI/']
1653 2017-03-21T17:57:12.272793+00:00 https://www.encodeproject.org/analysis-step-ru... c303aa61-3efd-4cd3-8a56-2526791f8087 https://www.encodeproject.org/experiments/ENCS... POLR2A-human body of pancreas tissue michael-snyder ENCODE3 GRCh38 not_available not_available 32908 not_available not_available not_available not_available not_available not_available not_available not_available done released [u'/files/ENCFF306CZZ/']
1654 2017-04-03T17:51:34.035613+00:00 https://www.encodeproject.org/analysis-step-ru... 94ac50d8-c656-4f2f-a1eb-651011e806c1 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF667-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 16290 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF766TCD/']
1655 2017-05-24T00:02:48.074351+00:00 https://www.encodeproject.org/analysis-step-ru... 3db988e1-4ff3-4af8-92ac-d297345efa2e https://www.encodeproject.org/experiments/ENCS... eGFP-ZSCAN2-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 5349 6117 5285 4060 1.1435782389231632 1.3017241379310345 pass 0.007010683334423893 0.007570747524332613 0.008516369489669596 0.005365447030763927 done submitted [u'/files/ENCFF839WGI/', u'/files/ENCFF290TRX/']
1656 2017-05-05T21:56:42.832274+00:00 https://www.encodeproject.org/analysis-step-ru... b4c4cbeb-2773-4259-9cc0-805cdbaccaed https://www.encodeproject.org/experiments/ENCS... eGFP-ETS2-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 976 1708 508 833 1.75 1.639763779527559 pass 0.0010040018322485945 0.001570606871824145 0.0006411263244387699 0.0009743634306803473 done released [u'/files/ENCFF687OMH/', u'/files/ENCFF149PSG/']
1657 2017-06-09T01:40:57.247654+00:00 https://www.encodeproject.org/analysis-step-ru... 476b9b94-6a16-4ce4-937e-814c2c1d2779 https://www.encodeproject.org/experiments/ENCS... NFRKB-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 1830 2650 1399 1436 1.4480874316939891 1.0264474624731952 pass 0.002358369915068536 0.0029562365664577653 0.0022788667708146288 0.0019108550463522722 done released [u'/files/ENCFF748JYG/', u'/files/ENCFF162TPR/']
1658 2017-05-05T21:59:23.145148+00:00 https://www.encodeproject.org/analysis-step-ru... d5248f83-d60d-461a-a52c-e0fee9934606 https://www.encodeproject.org/experiments/ENCS... SOX6-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 983 2199 1187 839 2.237029501525941 1.4147794994040523 borderline 0.0011654894187924244 0.00213505082176947 0.0015884754330463117 0.0010518721661150136 done released [u'/files/ENCFF944LNI/', u'/files/ENCFF049WCA/']
1659 2017-05-24T00:13:59.542100+00:00 https://www.encodeproject.org/analysis-step-ru... 67afa61d-5450-4023-88e4-7be9713d265b https://www.encodeproject.org/experiments/ENCS... ATF7-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 38252 44248 32457 35202 1.1567499738575762 1.0845734356225158 pass 0.12380709343473782 0.13129001099537346 0.11592276259265939 0.12158607678713743 done released [u'/files/ENCFF495PWL/', u'/files/ENCFF667FTY/']
1660 2017-06-09T01:58:07.274629+00:00 https://www.encodeproject.org/analysis-step-ru... fcadf4d9-2ebd-4c30-b58f-7594ecaf2e4e https://www.encodeproject.org/experiments/ENCS... ZBTB11-human K562 immortalized cell line richard-myers ENCODE3 GRCh38 6258 7471 6835 4480 1.193831895174177 1.5256696428571428 pass 0.02992465524828916 0.03173240839266588 0.029645918771436283 0.029711708394181715 done released [u'/files/ENCFF913HCQ/', u'/files/ENCFF059AZP/']
1661 2017-04-03T05:02:31.682958+00:00 https://www.encodeproject.org/analysis-step-ru... faf0afbe-6052-4e6d-99a7-9626af65cc7a https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF213-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 10436 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF145JYM/']
1662 2017-06-09T01:31:49.844659+00:00 https://www.encodeproject.org/analysis-step-ru... 6e2103a8-520f-4331-a98e-ee28e5202725 https://www.encodeproject.org/experiments/ENCS... eGFP-GABPA-human K562 immortalized cell line kevin-white ENCODE3 GRCh38 33135 33378 26866 24890 1.0073336351290176 1.0793893129770993 pass 0.16512093341133874 0.16528430721291554 0.1460482680698908 0.16059198941608338 done released [u'/files/ENCFF492VKT/', u'/files/ENCFF535BMV/']
1663 2017-05-23T23:37:26.210687+00:00 https://www.encodeproject.org/analysis-step-ru... 2f1d571e-9ce7-4fdd-ae39-0a0371b4701d https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF589-human K562 immortalized cell line kevin-white ENCODE3 GRCh38 20610 20791 12745 11513 1.008782144590005 1.1070094675584121 pass 0.05021617113449713 0.05040756106154386 0.035212738829089284 0.03642396986840314 done released [u'/files/ENCFF271NEP/', u'/files/ENCFF044TCD/']
1664 2017-06-09T01:49:44.416696+00:00 https://www.encodeproject.org/analysis-step-ru... e1c186a5-e223-43ed-b3f6-a0aaa6db3b52 https://www.encodeproject.org/experiments/ENCS... ZBTB33-human liver tissue richard-myers ENCODE3 GRCh38 4278 5134 1871 4335 1.2000935016362786 2.316942811330839 borderline 0.01247760143306472 0.013362401738406233 0.009321590247578884 0.012972506777641927 done released [u'/files/ENCFF882UHR/', u'/files/ENCFF520SXF/']
1665 2017-06-10T05:02:24.461924+00:00 https://www.encodeproject.org/analysis-step-ru... 9655c31a-a7a2-41d5-a0e6-5516abab3910 https://www.encodeproject.org/experiments/ENCS... HNRNPH1-human HepG2 immortalized cell line xiang-dong-fu ENCODE3 GRCh38 2315 2685 1733 1293 1.1598272138228942 1.340293890177881 pass 0.0056277823643880905 0.006119418676396253 0.004481212926471179 0.0035244258638420472 done submitted [u'/files/ENCFF046NUR/', u'/files/ENCFF719JYX/']
1666 2017-05-23T23:39:06.894270+00:00 https://www.encodeproject.org/analysis-step-ru... 8fdbe732-5743-4c60-80cd-bb0c95b86acf https://www.encodeproject.org/experiments/ENCS... NFE2L2-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 8321 10465 5231 8385 1.2576613387813964 1.6029439877652456 pass 0.013993670546899904 0.015633457723020962 0.009513319337749732 0.01699438735591785 done released [u'/files/ENCFF525YEM/', u'/files/ENCFF882YLO/']
1667 2017-05-23T23:34:53.635291+00:00 https://www.encodeproject.org/analysis-step-ru... 5c18a742-2acd-46e9-83d1-5322b1c614f7 https://www.encodeproject.org/experiments/ENCS... ELK1-human MCF-7 immortalized cell line michael-snyder ENCODE3 GRCh38 4948 8198 3030 8640 1.6568310428455941 2.8514851485148514 borderline 0.009525508184402334 0.012632092160910336 0.00492824310109494 0.017614313769412953 done released [u'/files/ENCFF408TWV/', u'/files/ENCFF810GDI/']
1668 2017-06-09T01:59:18.266740+00:00 https://www.encodeproject.org/analysis-step-ru... 4b7a5d8c-01bf-4328-a81c-f4b01ca47f54 https://www.encodeproject.org/experiments/ENCS... CEBPD-human liver tissue richard-myers ENCODE3 GRCh38 41507 46242 27767 39371 1.1140771436143302 1.417906147585263 pass 0.08186826907230059 0.08798065673357766 0.07460939367290174 0.08105503383668936 done submitted [u'/files/ENCFF497LGN/', u'/files/ENCFF561YMY/']
1669 2017-06-09T02:00:49.485042+00:00 https://www.encodeproject.org/analysis-step-ru... a42c1e7d-a3c5-4b84-a661-83b678c1efdf https://www.encodeproject.org/experiments/ENCS... HDAC1-human K562 immortalized cell line bradley-bernstein ENCODE2 GRCh38 7161 17221 18749 1338 2.4048317274123727 14.01270553064275 fail 0.02169336037786861 0.0403354598595894 0.060361456564702765 0.003155211313346808 done released [u'/files/ENCFF557WXK/', u'/files/ENCFF016MVN/']
1670 2017-06-09T01:47:17.131958+00:00 https://www.encodeproject.org/analysis-step-ru... b0cc8679-2fa3-4236-810e-b74892b2d526 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF175-human K562 immortalized cell line kevin-white ENCODE3 GRCh38 18609 18537 11663 10099 1.0038841236446028 1.1548668184968809 pass 0.04759510796571508 0.048243965914669 0.03403239000842351 0.03478637667646427 done released [u'/files/ENCFF247ULP/']
1671 2017-06-09T01:41:22.328691+00:00 https://www.encodeproject.org/analysis-step-ru... cf019054-5067-49ab-8899-11f6d034a0c1 https://www.encodeproject.org/experiments/ENCS... EP400-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 33545 31167 25545 28232 1.076298649212308 1.1051869250342532 pass 0.07880306516548424 0.07695158933265027 0.07184198906182382 0.07217550500498886 done released [u'/files/ENCFF225BXA/']
1672 2017-04-03T05:01:56.723350+00:00 https://www.encodeproject.org/analysis-step-ru... ce31a298-01a3-4f21-b641-404ff538e2e3 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF449-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 10547 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF109QAR/']
1673 2017-04-03T17:24:56.055065+00:00 https://www.encodeproject.org/analysis-step-ru... 9bed06eb-65ae-46e2-a1ee-8598a1b3a127 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF577-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 7628 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF560ZIV/']
1674 2017-04-03T05:02:16.442881+00:00 https://www.encodeproject.org/analysis-step-ru... f331f9df-1026-42ed-92b6-8c25b6f262a8 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF221-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 1174 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF018IKW/']
1675 2017-04-03T17:29:53.122556+00:00 https://www.encodeproject.org/analysis-step-ru... 37850ac3-9e80-4e27-97fc-06a94b058222 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF677-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 6722 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF993GRJ/']
1676 2017-04-03T05:01:36.894260+00:00 https://www.encodeproject.org/analysis-step-ru... 6003bf4e-c143-49c5-ba20-fe733962b808 https://www.encodeproject.org/experiments/ENCS... eGFP-PRDM13-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 4421 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF176YBB/']
1677 2016-11-24T02:05:01.162292+00:00 https://www.encodeproject.org/analysis-step-ru... e3aa41b6-6b93-418e-b545-0399a9a79be3 https://www.encodeproject.org/experiments/ENCS... THRA-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 1067 1808 2041 983 1.6944704779756325 2.076297049847406 borderline not_available not_available not_available not_available done released [u'/files/ENCFF309DMZ/', u'/files/ENCFF359ERT/']
1678 2017-06-17T11:12:16.915892+00:00 https://www.encodeproject.org/analysis-step-ru... 5ebe415b-0200-446d-ae5d-c4052b096bb2 https://www.encodeproject.org/experiments/ENCS... CTCF-human 22Rv1 immortalized cell line michael-snyder ENCODE3 GRCh38 85052 90008 69895 85375 1.0582702346799604 1.2214750697474783 pass 0.13553336884486739 0.13840911962951669 0.11475342528603531 0.14246684493820505 done released [u'/files/ENCFF773RMX/', u'/files/ENCFF147YCW/']
1679 2017-03-21T17:57:23.698434+00:00 https://www.encodeproject.org/analysis-step-ru... 93248c58-a123-4c8f-ac08-47001288b405 https://www.encodeproject.org/experiments/ENCS... POLR2A-human body of pancreas tissue michael-snyder ENCODE3 GRCh38 not_available not_available 16007 not_available not_available not_available not_available not_available not_available not_available not_available done released [u'/files/ENCFF371GSC/']
1680 2017-04-03T05:02:41.816762+00:00 https://www.encodeproject.org/analysis-step-ru... 18b8dfc3-0e44-43c4-b757-8fceb6d219d6 https://www.encodeproject.org/experiments/ENCS... eGFP-KLF10-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 2330 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF992WOP/']
1681 2017-04-03T05:02:05.218903+00:00 https://www.encodeproject.org/analysis-step-ru... 90a3300f-cf1f-45b3-b4b8-9c6d763fd39b https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF626-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 12477 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF449WUZ/']
1682 2017-05-24T00:11:14.168826+00:00 https://www.encodeproject.org/analysis-step-ru... 3e967be9-dbac-4d62-bcc4-7bf1cfd80b1c https://www.encodeproject.org/experiments/ENCS... E4F1-human MCF-7 immortalized cell line michael-snyder ENCODE3 GRCh38 2062 3796 2096 1714 1.8409311348205626 1.2228704784130688 pass 0.004930785176821177 0.006238410530894073 0.0045414741979111425 0.005159260002060685 done submitted [u'/files/ENCFF347USC/', u'/files/ENCFF385IIC/']
1683 2017-04-03T17:29:18.536784+00:00 https://www.encodeproject.org/analysis-step-ru... bb283e63-e101-4f2c-a4f2-6ce4afdcab10 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF770-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 45797 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF333RDI/']
1684 2017-04-03T05:02:05.636589+00:00 https://www.encodeproject.org/analysis-step-ru... 5761f727-8d66-4301-b529-29717779647f https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF45-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 620 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF007JXR/']
1685 2017-05-05T21:49:55.831383+00:00 https://www.encodeproject.org/analysis-step-ru... f14c4bc7-e1c4-4bb8-809a-51e0e2e18e60 https://www.encodeproject.org/experiments/ENCS... YBX1-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 914 2255 966 926 2.4671772428884027 1.043196544276458 borderline 0.0010501037600462518 0.0021085328616414238 0.0011384969111695677 0.0011112799792096487 done released [u'/files/ENCFF699GCM/', u'/files/ENCFF500RBO/']
1686 2017-05-24T00:06:29.958382+00:00 https://www.encodeproject.org/analysis-step-ru... 5672a37a-b81c-468a-9bf7-8ded1c76072e https://www.encodeproject.org/experiments/ENCS... ZNF143-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 23317 31516 24601 18457 1.351631856585324 1.3328818334507233 pass 0.09052815181244059 0.10839293284988331 0.11576362773677835 0.08237254925841024 done released [u'/files/ENCFF921MFR/', u'/files/ENCFF153TQR/']
1687 2017-05-05T19:38:11.702657+00:00 https://www.encodeproject.org/analysis-step-ru... 8b84761c-8487-4cc7-a2c9-4af070cf1ec4 https://www.encodeproject.org/experiments/ENCS... ZBED1-human GM12878 immortalized cell line richard-myers ENCODE3 GRCh38 9443 14426 12915 4312 1.5276924706131525 2.9951298701298703 borderline 0.01947348288694139 0.02616053410826648 0.026185654551100702 0.011745782661305331 done released [u'/files/ENCFF630FLK/', u'/files/ENCFF907JXH/']
1688 2017-05-23T23:49:03.365149+00:00 https://www.encodeproject.org/analysis-step-ru... c48dbb02-6665-4ffd-9c0a-a1a405f39fee https://www.encodeproject.org/experiments/ENCS... eGFP-CREB3-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 10294 14795 7422 9056 1.4372449970856809 1.2201562921045541 pass 0.02126222146461446 0.027200648452257763 0.015918892010394335 0.0222569457836935 done released [u'/files/ENCFF606EUI/', u'/files/ENCFF027GDP/']
1689 2017-05-23T23:44:13.970648+00:00 https://www.encodeproject.org/analysis-step-ru... a695f321-775e-4114-bf28-60b8f6e4e8cc https://www.encodeproject.org/experiments/ENCS... SP1-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 1094 2008 831 1354 1.8354661791590494 1.6293622141997592 pass 0.0013764988450269131 0.0021012503959428126 0.001244413050596186 0.0017597892587080343 done released [u'/files/ENCFF269DNZ/', u'/files/ENCFF735WMX/']
1690 2017-05-23T23:42:35.870897+00:00 https://www.encodeproject.org/analysis-step-ru... f4bd8f95-9b21-4978-86a8-4a422d83920c https://www.encodeproject.org/experiments/ENCS... MNT-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 29268 37603 26568 27420 1.2847820144868116 1.0320686540198736 pass 0.060308734350911504 0.06646970968549545 0.060365514586620046 0.061434417972660915 done released [u'/files/ENCFF562FMQ/', u'/files/ENCFF498PHD/']
1691 2017-05-05T20:02:07.544455+00:00 https://www.encodeproject.org/analysis-step-ru... b6638cc4-2187-4634-abcc-4e631e085b7b https://www.encodeproject.org/experiments/ENCS... MAFK-human IMR-90 primary cell michael-snyder ENCODE2 GRCh38 44103 47120 35268 29400 1.0684080448042084 1.1995918367346938 pass 0.10806293979747013 0.11100293938244041 0.10429004702489407 0.08890504477404333 done released [u'/files/ENCFF351VGZ/', u'/files/ENCFF046FNS/']
1692 2017-06-09T01:36:07.677485+00:00 https://www.encodeproject.org/analysis-step-ru... 25113bdd-109f-41ec-b678-34f6657bb8c0 https://www.encodeproject.org/experiments/ENCS... FOXA1-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 6240 9064 5254 5887 1.4525641025641025 1.1204796345641417 pass 0.008927261752056138 0.011071056687973613 0.01439572117101559 0.009169508074791905 done released [u'/files/ENCFF367TQC/', u'/files/ENCFF594RPH/']
1693 2017-06-09T01:50:32.411703+00:00 https://www.encodeproject.org/analysis-step-ru... d094e301-e7b0-4e35-9563-73ad95c24a8c https://www.encodeproject.org/experiments/ENCS... HMBOX1-human K562 immortalized cell line richard-myers ENCODE3 GRCh38 24314 29480 23425 17023 1.2124701817882702 1.3760794219585266 pass 0.07289393580775776 0.08058046954661559 0.08390601389119186 0.05183650629743078 done released [u'/files/ENCFF912CZG/', u'/files/ENCFF718DFX/']
1694 2016-10-28T18:04:03.972418+00:00 https://www.encodeproject.org/analysis-step-ru... 7cd2c2a4-bcea-49a4-9044-b2e6f49d3ceb https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF584-human K562 immortalized cell line kevin-white ENCODE3 GRCh38 14421 14730 8526 7891 1.021427085500312 1.0804714231402863 pass not_available not_available not_available not_available done released [u'/files/ENCFF544HIJ/', u'/files/ENCFF757ULW/']
1695 2017-06-09T01:58:59.051453+00:00 https://www.encodeproject.org/analysis-step-ru... ee7ace8c-0a64-4684-8b0e-8b83e28c3db1 https://www.encodeproject.org/experiments/ENCS... NFATC3-human K562 immortalized cell line richard-myers ENCODE3 GRCh38 19376 22619 14918 13296 1.1673720066061106 1.1219915764139592 pass 0.04685135769508327 0.05120676158749297 0.04001221788483869 0.04012130541071494 done submitted [u'/files/ENCFF712IYR/', u'/files/ENCFF620DGA/']
1696 2017-06-09T01:59:39.520726+00:00 https://www.encodeproject.org/analysis-step-ru... 1751c039-50f6-48a9-856f-ac6cfa3db848 https://www.encodeproject.org/experiments/ENCS... NRF1-human K562 immortalized cell line richard-myers ENCODE3 GRCh38 21797 20878 15094 13060 1.044017626209407 1.1557427258805513 pass 0.14808520790534813 0.14764888315832425 0.1543968504567456 0.11659516429439169 done released [u'/files/ENCFF626VDA/']
1697 2017-06-09T01:59:29.120944+00:00 https://www.encodeproject.org/analysis-step-ru... b6e6c175-8186-47f6-8c96-bb2453c74ea6 https://www.encodeproject.org/experiments/ENCS... ZNF189-human HepG2 immortalized cell line richard-myers ENCODE3 GRCh38 3178 3686 1066 2054 1.159848961611076 1.9268292682926829 pass 0.006801448288613057 0.007404573575845339 0.003245319772129451 0.005786614883094219 done submitted [u'/files/ENCFF887RUF/', u'/files/ENCFF607HSS/']
1698 2017-06-09T01:59:51.481349+00:00 https://www.encodeproject.org/analysis-step-ru... f576f818-ba91-4da0-ac77-f00673f5dab5 https://www.encodeproject.org/experiments/ENCS... ZNF410-human K562 immortalized cell line richard-myers ENCODE3 GRCh38 4617 5762 2959 4340 1.247996534546242 1.4667117269347754 pass 0.010470354874929979 0.011740858184568494 0.006427235893591008 0.013040644621186587 done submitted [u'/files/ENCFF418PLG/', u'/files/ENCFF333GRD/']
1699 2017-06-09T01:49:36.293318+00:00 https://www.encodeproject.org/analysis-step-ru... e066e383-bb9d-4cc0-b169-485d1efa298f https://www.encodeproject.org/experiments/ENCS... ATF3-human liver tissue richard-myers ENCODE3 GRCh38 24057 27820 19441 18456 1.1564201687658477 1.0533701777199826 pass 0.043115279761566566 0.04807044244605473 0.04279366804194405 0.036796155292131955 done released [u'/files/ENCFF919URJ/', u'/files/ENCFF146URA/']
1700 2017-06-09T01:59:49.211867+00:00 https://www.encodeproject.org/analysis-step-ru... 056ffb16-24ca-48f9-8021-e742fbc7ec19 https://www.encodeproject.org/experiments/ENCS... ZBTB33-human liver tissue richard-myers ENCODE3 GRCh38 19284 22828 16967 13713 1.183779298900643 1.237293079559542 pass 0.03756144420761279 0.04253590405463939 0.035754058192436475 0.03317886254588249 done released [u'/files/ENCFF517PUF/', u'/files/ENCFF727ZIT/']
1701 2017-05-24T00:01:37.252366+00:00 https://www.encodeproject.org/analysis-step-ru... 95fd01ed-3d5a-4ffc-b21a-ef43cc2b37e1 https://www.encodeproject.org/experiments/ENCS... eGFP-ZKSCAN8-human K562 immortalized cell line kevin-white ENCODE3 GRCh38 8625 11223 6925 6954 1.3012173913043479 1.004187725631769 pass 0.018528235153585995 0.022086492595400922 0.015575050894178249 0.018056138969642276 done released [u'/files/ENCFF161HQY/', u'/files/ENCFF648HOK/']
1702 2017-06-09T01:33:31.322448+00:00 https://www.encodeproject.org/analysis-step-ru... 2fb24cb9-bb23-45c5-88cc-1dcb08abefdf https://www.encodeproject.org/experiments/ENCS... eGFP-ZFX-human K562 immortalized cell line kevin-white ENCODE3 GRCh38 26627 26841 23668 19954 1.0080369549705186 1.1861280946176205 pass 0.09502576635588403 0.09534966918394905 0.09978022244629635 0.07668287884511067 done released [u'/files/ENCFF709IUJ/', u'/files/ENCFF572OWY/']
1703 2017-05-05T20:16:42.759819+00:00 https://www.encodeproject.org/analysis-step-ru... e3ff2889-51a2-4b17-8d7f-04dcc20fb6d5 https://www.encodeproject.org/experiments/ENCS... RAD51-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 4084 7867 2981 7836 1.9262977473065621 2.6286481046628647 borderline 0.011459380381768577 0.01469754838092485 0.009937937927143712 0.021442520263012504 done released [u'/files/ENCFF859MBC/', u'/files/ENCFF536UXA/']
1704 2017-05-26T02:21:00.833684+00:00 https://www.encodeproject.org/analysis-step-ru... 2227c376-9799-418d-85e0-3b45c3e1b371 https://www.encodeproject.org/experiments/ENCS... eGFP-ELF1-human K562 immortalized cell line kevin-white ENCODE3 GRCh38 20171 20358 12611 16904 1.009270735213921 1.3404170961858695 pass 0.052781259845397235 0.05320161221601777 0.03959725474054827 0.05169911845026735 done released [u'/files/ENCFF066UQP/', u'/files/ENCFF256CVB/']
1705 2017-05-26T02:22:32.960304+00:00 https://www.encodeproject.org/analysis-step-ru... 1fd2b615-8580-4f08-8bfc-8f222c8f5f52 https://www.encodeproject.org/experiments/ENCS... IRF5-human GM12878 immortalized cell line michael-snyder ENCODE3 GRCh38 1702 2876 1176 2538 1.6897767332549942 2.1581632653061225 borderline 0.003950352167958538 0.004949868106729659 0.002838638293325359 0.005693523336256977 done released [u'/files/ENCFF207EGF/', u'/files/ENCFF843HDK/']
1706 2017-05-05T19:58:13.058708+00:00 https://www.encodeproject.org/analysis-step-ru... 33e421f7-5a54-4144-a9d7-3212a434e481 https://www.encodeproject.org/experiments/ENCS... TCF7-human HepG2 immortalized cell line richard-myers ENCODE3 GRCh38 14600 19098 11769 15729 1.3080821917808219 1.3364771858271731 pass 0.04785991683741592 0.05373131707903113 0.03933289496059851 0.056786044589590585 done released [u'/files/ENCFF852MHW/', u'/files/ENCFF928MIN/']
1707 2017-05-05T19:36:39.841718+00:00 https://www.encodeproject.org/analysis-step-ru... 36a3802d-7119-4d5a-afe0-2420943835e0 https://www.encodeproject.org/experiments/ENCS... GATA4-human HepG2 immortalized cell line richard-myers ENCODE3 GRCh38 10512 13947 12728 3182 1.326769406392694 4.0 borderline 0.022083366667723304 0.02655948339494535 0.029921146049149052 0.00806078082307725 done released [u'/files/ENCFF097OXR/', u'/files/ENCFF464IZM/']
1708 2017-06-09T01:49:30.402867+00:00 https://www.encodeproject.org/analysis-step-ru... 741cc4fb-9ed7-4e03-8ad4-d6a70715524b https://www.encodeproject.org/experiments/ENCS... SMAD5-human GM12878 immortalized cell line richard-myers ENCODE3 GRCh38 9792 12014 9962 6540 1.2269199346405228 1.5232415902140672 pass 0.026304789283186417 0.030381398536384024 0.03355204152752386 0.017490342013880528 done released [u'/files/ENCFF891JAX/', u'/files/ENCFF855SJG/']
1709 2017-05-05T19:37:52.133297+00:00 https://www.encodeproject.org/analysis-step-ru... 78d941b0-eaa1-4f50-b17d-aa831ec9ea55 https://www.encodeproject.org/experiments/ENCS... RNF2-human K562 immortalized cell line richard-myers ENCODE3 GRCh38 9466 17580 14145 7481 1.8571730403549547 1.8907900013367196 pass 0.025351266353645645 0.03964664109947811 0.037805813278343245 0.02160258627053258 done released [u'/files/ENCFF741CLJ/', u'/files/ENCFF666MKU/']
1710 2017-06-09T01:41:22.818337+00:00 https://www.encodeproject.org/analysis-step-ru... f65b1584-1774-4d38-b6a1-084191e7479d https://www.encodeproject.org/experiments/ENCS... IKZF1-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 1185 2801 770 1452 2.3637130801687762 1.8857142857142857 borderline 0.0015033778112068632 0.002705299578629108 0.0058365854357021 0.0018417906149522526 done released [u'/files/ENCFF632RQY/', u'/files/ENCFF969BZA/']
1711 2016-12-16T17:43:21.811877+00:00 https://www.encodeproject.org/analysis-step-ru... 4f4f7651-1890-4c04-a2b6-1c6c1574d615 https://www.encodeproject.org/experiments/ENCS... RAD21-human A549 immortalized cell line michael-snyder ENCODE2 GRCh38 25018 26063 22006 18000 1.0417699256535295 1.2225555555555556 pass not_available not_available not_available not_available done released [u'/files/ENCFF897QCA/', u'/files/ENCFF660KIF/']
1712 2017-06-30T05:22:41.588561+00:00 https://www.encodeproject.org/analysis-step-ru... fa47ca1e-2285-4c45-a293-87686b24ac76 https://www.encodeproject.org/experiments/ENCS... EZH2-human neural cell in vitro differentiated cells bradley-bernstein ENCODE3 GRCh38 3167 4150 1514 2634 1.3103883801705083 1.7397622192866578 pass 0.004964666231632492 0.006132460491858226 0.0023110817930887062 0.008739572063886307 done released [u'/files/ENCFF108BSU/', u'/files/ENCFF458BIY/']
1713 2017-05-23T23:49:41.958846+00:00 https://www.encodeproject.org/analysis-step-ru... 378c828a-05c6-4f0f-bac9-4517deb1cb6b https://www.encodeproject.org/experiments/ENCS... JUN-human A549 immortalized cell line michael-snyder ENCODE3 GRCh38 1469 1768 942 518 1.2035398230088497 1.8185328185328185 pass 0.0021519345408518927 0.002370653995972995 0.001670941192351179 0.0011813739282601514 done released [u'/files/ENCFF155CWQ/', u'/files/ENCFF127HJG/']
1714 2017-06-24T03:00:19.402903+00:00 https://www.encodeproject.org/analysis-step-ru... 51c0cbc5-9c7b-4c4a-9bee-6f8809a935cf https://www.encodeproject.org/experiments/ENCS... ZNF24-human HepG2 immortalized cell line michael-snyder ENCODE3 GRCh38 5789 7530 4914 3879 1.3007427880462947 1.2668213457076567 pass 0.011136118220463351 0.012542635207108742 0.010402456965656882 0.00954664603312984 done released [u'/files/ENCFF218UXO/', u'/files/ENCFF904QAD/']
1715 2017-03-21T17:57:04.437284+00:00 https://www.encodeproject.org/analysis-step-ru... 68ca1fbc-39ed-426d-bb0b-df86d2f76494 https://www.encodeproject.org/experiments/ENCS... POLR2A-human body of pancreas tissue michael-snyder ENCODE3 GRCh38 not_available not_available 35170 not_available not_available not_available not_available not_available not_available not_available not_available done released [u'/files/ENCFF389ULP/']
1716 2017-06-10T02:20:43.091805+00:00 https://www.encodeproject.org/analysis-step-ru... b6de54f5-87d1-4382-8d25-833486929930 https://www.encodeproject.org/experiments/ENCS... YY1-human K562 immortalized cell line peggy-farnham ENCODE2 GRCh38 4254 5283 2181 4410 1.2418899858956276 2.0220082530949104 borderline 0.03235419560413824 0.034807791720654194 0.01647357066834246 0.04559749870625151 done released [u'/files/ENCFF635XCI/', u'/files/ENCFF632ZHY/']
1717 2017-06-09T00:58:55.880157+00:00 https://www.encodeproject.org/analysis-step-ru... ab8ac552-5a99-4df5-b556-84c71bf2cdb5 https://www.encodeproject.org/experiments/ENCS... SRSF4-human K562 immortalized cell line xiang-dong-fu ENCODE3 GRCh38 799 914 579 257 1.143929912390488 2.252918287937743 borderline 0.001986762273883327 0.0021294223729736014 0.0017061303755592913 0.0009702688543697747 done submitted [u'/files/ENCFF377FSL/', u'/files/ENCFF505EUN/']
1718 2017-05-05T20:02:43.584290+00:00 https://www.encodeproject.org/analysis-step-ru... 6e58d3b3-212e-40c2-bfb1-5c600a1b8b1c https://www.encodeproject.org/experiments/ENCS... ZC3H8-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 1356 3127 1199 1778 2.306047197640118 1.4829024186822353 borderline 0.0036245592853759463 0.0056283816485067405 0.0037429562115316164 0.003910581242995315 done released [u'/files/ENCFF784MKW/', u'/files/ENCFF015XIL/']
1719 2017-06-09T01:45:37.542301+00:00 https://www.encodeproject.org/analysis-step-ru... 128ee637-1158-4469-a6dc-57a5bd4a16fa https://www.encodeproject.org/experiments/ENCS... HDAC1-human HepG2 immortalized cell line bradley-bernstein ENCODE3 GRCh38 11543 19653 22804 4869 1.702590314476306 4.6835079071677965 borderline 0.023657871939365777 0.03578630593703377 0.056251119817549454 0.007650021538593329 done submitted [u'/files/ENCFF527MOR/', u'/files/ENCFF069KPS/']
1720 2017-03-21T17:58:09.352426+00:00 https://www.encodeproject.org/analysis-step-ru... b40fa521-394a-4d57-866e-a81d73ec394a https://www.encodeproject.org/experiments/ENCS... POLR2A-human body of pancreas tissue michael-snyder ENCODE3 GRCh38 not_available not_available 35727 not_available not_available not_available not_available not_available not_available not_available not_available done released [u'/files/ENCFF296AFJ/']
1721 2017-06-09T01:31:29.064201+00:00 https://www.encodeproject.org/analysis-step-ru... 8ee128ed-3a9f-4c5e-ad0c-5ca6302929dd https://www.encodeproject.org/experiments/ENCS... ATF7-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 36569 47250 42406 27202 1.2920779895539938 1.5589294904786413 pass 0.0968171060701185 0.10925590976337386 0.11371387617277563 0.07369076028199356 done released [u'/files/ENCFF953PPE/', u'/files/ENCFF371SJR/']
1722 2017-06-09T01:46:36.819612+00:00 https://www.encodeproject.org/analysis-step-ru... 17f9bd25-3bc4-46ef-be58-3895a792fb99 https://www.encodeproject.org/experiments/ENCS... SKIL-human K562 immortalized cell line michael-snyder ENCODE3 GRCh38 17640 24276 20705 12626 1.3761904761904762 1.6398701092982735 pass 0.028400891755008744 0.036999539844655115 0.034727945860250395 0.019846057155810504 done released [u'/files/ENCFF254QDM/', u'/files/ENCFF100VPO/']
1723 2017-03-21T17:57:25.000199+00:00 https://www.encodeproject.org/analysis-step-ru... fc6fb342-d6bf-43dc-b0d2-4acca55f0909 https://www.encodeproject.org/experiments/ENCS... POLR2A-human Peyer's patch tissue michael-snyder ENCODE3 GRCh38 not_available not_available 19192 not_available not_available not_available not_available not_available not_available not_available not_available done released [u'/files/ENCFF563GSK/']
1724 2017-04-03T17:29:36.723583+00:00 https://www.encodeproject.org/analysis-step-ru... b42f8f53-b2d6-44d0-bb2c-d7c111e03450 https://www.encodeproject.org/experiments/ENCS... eGFP-ZNF768-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 6692 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF332QHC/']
1725 2017-04-03T17:30:04.003813+00:00 https://www.encodeproject.org/analysis-step-ru... 8186eb5e-6aa3-4382-8de9-4bf575c5c128 https://www.encodeproject.org/experiments/ENCS... eGFP-ZSCAN29-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 280 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF095ZLL/']
1726 2017-04-03T05:01:54.538819+00:00 https://www.encodeproject.org/analysis-step-ru... 58c0f708-f252-43d1-816e-0f7ff3fc0249 https://www.encodeproject.org/experiments/ENCS... eGFP-ZBTB12-human HEK293 immortalized cell line michael-snyder ENCODE3 GRCh38 not_available not_available 5749 not_available not_available not_available not_available not_available not_available not_available not_available done submitted [u'/files/ENCFF805JFW/']

1727 rows × 24 columns

Distributions of metrics


In [5]:
sns.set(style="ticks", font="Lato")
fig = plt.figure(figsize=[13, 11])
with sns.plotting_context("notebook", font_scale=1):
    for i, y in enumerate(['N1', 'N2', 'Np','Nt']):
        plt.subplot(2, 2, i + 1)
        sns.distplot(idr_gr38[y].dropna(), color='black')
        sns.despine(left=True, bottom=True)
        fig.gca().yaxis.grid(True, ls="--")
        fig.gca().xaxis.grid(True, ls="--")
        x_label = fig.gca().get_xlabel()
        fig.gca().set_xlabel(xlabel=x_label, weight='bold')
fig.suptitle('Distribution of ChIP-seq quality metrics (GRCh38)',
              size=16,
              family='Lato',
              fontweight='bold',
              y=0.902);



In [6]:
sns.set(style="ticks", font="Lato")
fig = plt.figure(figsize=[13, 11])
with sns.plotting_context("notebook", font_scale=1):
    for i, y in enumerate(['F1', 'F2', 'Fp', 'Ft']):
        plt.subplot(2, 2, i + 1)
        sns.distplot(idr_gr38[y].dropna(), color='black')
        sns.despine(left=True, bottom=True)
        fig.gca().yaxis.grid(True, ls="--")
        fig.gca().xaxis.grid(True, ls="--")
        x_label = fig.gca().get_xlabel()
        fig.gca().set_xlabel(xlabel=x_label, weight='bold')
    
fig.suptitle('Distribution of FRiP ChIP-seq quality metrics (GRCh38)',
              size=16,
              family='Lato',
              fontweight='bold',
              y=0.902);



In [7]:
sns.set(style="ticks", font="Lato")
fig = plt.figure(figsize=[14, 17])
with sns.plotting_context("notebook", font_scale=1):
    for i, y in enumerate(['rescue_ratio', 'self_consistency_ratio', 'total_price']):
        plt.subplot(4, 1, i + 1)
        sns.distplot(idr_gr38[y].dropna(), color='black')
        sns.despine(left=True, bottom=True)
        fig.gca().yaxis.grid(True, ls="--")
        fig.gca().xaxis.grid(True, ls="--")
        x_label = fig.gca().get_xlabel()
        fig.gca().set_xlabel(xlabel=x_label, weight='bold')

plt.subplot2grid((4, 1), (3, 0), colspan=1)
sns.countplot(y='reproducibility_test',
              data=idr_gr38.dropna(),
              order=['pass', 'borderline', 'fail'],
              color='gray',
              edgecolor='black',
              linewidth=1,
              alpha=0.7)
sns.despine(left=True, bottom=True)
fig.gca().yaxis.grid(True, ls="--")
fig.gca().xaxis.grid(True, ls="--")
y_label = fig.gca().get_ylabel()
fig.gca().set_ylabel(ylabel=y_label, weight='bold')
x_label = fig.gca().get_xlabel()
fig.gca().set_xlabel(xlabel=x_label, weight='bold')

fig.suptitle('ChIP-seq quality metrics (GRCh38)',
              size=16,
              family='Lato',
              fontweight='bold',
              y=0.900);



In [8]:
sns.set(style="ticks", font="Lato")
fig = plt.figure(figsize=[13, 11])
with sns.plotting_context("notebook", font_scale=1):
    for i, y in enumerate(['N1', 'N2', 'Np','Nt']):
        plt.subplot(2, 2, i + 1)
        sns.distplot(idr_hg19[y].dropna(), color='black')
        sns.despine(left=True, bottom=True)
        fig.gca().yaxis.grid(True, ls="--")
        fig.gca().xaxis.grid(True, ls="--")
        x_label = fig.gca().get_xlabel()
        fig.gca().set_xlabel(xlabel=x_label, weight='bold')
fig.suptitle('Distribution of ChIP-seq quality metrics (hg19)',
              size=16,
              family='Lato',
              fontweight='bold',
              y=0.902);



In [9]:
sns.set(style="ticks", font="Lato")
fig = plt.figure(figsize=[13, 11])
with sns.plotting_context("notebook", font_scale=1):
    for i, y in enumerate(['F1', 'F2', 'Fp', 'Ft']):
        plt.subplot(2, 2, i + 1)
        sns.distplot(idr_hg19[y].dropna(), color='black')
        sns.despine(left=True, bottom=True)
        fig.gca().yaxis.grid(True, ls="--")
        fig.gca().xaxis.grid(True, ls="--")
        x_label = fig.gca().get_xlabel()
        fig.gca().set_xlabel(xlabel=x_label, weight='bold')
    
fig.suptitle('Distribution of FRiP ChIP-seq quality metrics (hg19)',
              size=16,
              family='Lato',
              fontweight='bold',
              y=0.902);



In [10]:
sns.set(style="ticks", font="Lato")
fig = plt.figure(figsize=[14, 17])
with sns.plotting_context("notebook", font_scale=1):
    for i, y in enumerate(['rescue_ratio', 'self_consistency_ratio', 'total_price']):
        plt.subplot(4, 1, i + 1)
        sns.distplot(idr_hg19[y].dropna(), color='black')
        sns.despine(left=True, bottom=True)
        fig.gca().yaxis.grid(True, ls="--")
        fig.gca().xaxis.grid(True, ls="--")
        x_label = fig.gca().get_xlabel()
        fig.gca().set_xlabel(xlabel=x_label, weight='bold')

plt.subplot2grid((4, 1), (3, 0), colspan=1)
sns.countplot(y='reproducibility_test',
              data=idr_hg19.dropna(),
              order=['pass', 'borderline', 'fail'],
              color='gray',
              edgecolor='black',
              linewidth=1,
              alpha=0.7)
sns.despine(left=True, bottom=True)
fig.gca().yaxis.grid(True, ls="--")
fig.gca().xaxis.grid(True, ls="--")
y_label = fig.gca().get_ylabel()
fig.gca().set_ylabel(ylabel=y_label, weight='bold')
x_label = fig.gca().get_xlabel()
fig.gca().set_xlabel(xlabel=x_label, weight='bold')

fig.suptitle('ChIP-seq quality metrics (hg19)',
              size=16,
              family='Lato',
              fontweight='bold',
              y=0.900);


t-SNE applied to numerical metrics

For GRCh38:


In [11]:
idr_num = idr_gr38[['Nt',
                    'Np',
                    'N1',
                    'N2',
                    'rescue_ratio',
                    'self_consistency_ratio',
                    'Ft',
                    'Fp',
                    'F1',
                    'F2',
                    'reproducibility_test']].dropna().reset_index(drop=True)

idr_num_X = idr_num[['Nt',
                     'Np',
                     'N1',
                     'N2',
                     'rescue_ratio',
                     'self_consistency_ratio',
                     'Ft',
                     'Fp',
                     'F1',
                     'F2']]

idr_num_Y = idr_num[['reproducibility_test']]

In [12]:
x = idr_num_X.values
standard_scaler = StandardScaler()
x_scaled = standard_scaler.fit_transform(x)
tsne = TSNE(n_components=2, perplexity=50, n_iter=5000, init='pca')
x_test_2d = tsne.fit_transform(x_scaled)

In [13]:
data = pd.concat([pd.DataFrame(x_test_2d), pd.DataFrame(idr_num_Y)], axis=1)
data = data.rename(columns={0:'x', 1:'y'})

In [14]:
sns.set(style="ticks", font="Lato")
with sns.plotting_context("notebook", font_scale=1):
    sns.lmplot(x='x',
               y='y',
               hue='reproducibility_test',
               hue_order=['fail', 'borderline', 'pass'],
               data=data,
               size=10,
               aspect=1.1,
               fit_reg=False,
               palette=['#e41a1c','#fdc086','#b2df8a'],
               scatter_kws={'s': 100,
                            'linewidth': 1,
                            'edgecolor': "black"})
sns.despine(left=True, bottom=True)
sns.plt.gca().yaxis.grid(True, ls="--")
sns.plt.gca().xaxis.grid(True, ls="--")
y_label = sns.plt.gca().get_ylabel()
sns.plt.gca().set_ylabel(ylabel=y_label, weight='bold')
x_label = sns.plt.gca().get_xlabel()
sns.plt.gca().set_xlabel(xlabel=x_label, weight='bold')
sns.plt.title("t-SNE demensionality reduction of ChIP-seq quality metrics (GRCh38)", size=16, family='Lato');


For hg19


In [15]:
idr_num = idr_hg19[['Nt',
                    'Np',
                    'N1',
                    'N2',
                    'rescue_ratio',
                    'self_consistency_ratio',
                    'reproducibility_test']].dropna().reset_index(drop=True)

idr_num_X = idr_num[['Nt',
                     'Np',
                     'N1',
                     'N2',
                     'rescue_ratio',
                     'self_consistency_ratio']]

idr_num_Y = idr_num[['reproducibility_test']]

In [16]:
x = idr_num_X.values
standard_scaler = StandardScaler()
x_scaled = standard_scaler.fit_transform(x)
tsne = TSNE(n_components=2, perplexity=50, n_iter=5000, init='pca')
x_test_2d = tsne.fit_transform(x_scaled)

In [17]:
data = pd.concat([pd.DataFrame(x_test_2d), pd.DataFrame(idr_num_Y)], axis=1)
data = data.rename(columns={0:'x', 1:'y'})

In [18]:
sns.set(style="ticks", font="Lato")
with sns.plotting_context("notebook", font_scale=1):
    sns.lmplot(x='x',
               y='y',
               hue='reproducibility_test',
               hue_order=['fail', 'borderline', 'pass'],
               data=data,
               size=10,
               aspect=1.1,
               fit_reg=False,
               palette=['#e41a1c','#fdc086','#b2df8a'],
               scatter_kws={'s': 100,
                            'linewidth': 1,
                            'edgecolor': "black"})
sns.despine(left=True, bottom=True)
sns.plt.gca().yaxis.grid(True, ls="--")
sns.plt.gca().xaxis.grid(True, ls="--")
y_label = sns.plt.gca().get_ylabel()
sns.plt.gca().set_ylabel(ylabel=y_label, weight='bold')
x_label = sns.plt.gca().get_xlabel()
sns.plt.gca().set_xlabel(xlabel=x_label, weight='bold')
sns.plt.title("t-SNE demensionality reduction of ChIP-seq quality metrics (hg19)", size=16, family='Lato');



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