vignettes/functional_enrichment.Rmd
functional_enrichment.Rmd
Author: Zuguang Gu<EMAIL_ADDRESS>)
Date: 2020-02-06
Package version: 1.3.3
If the matrix rows can correspond to genes (e.g. the gene expression matrix, or the methylation array data where CpG sites can be annotated to the transcription start site of genes), cola performs functional enrichment by the functional_enrichment()
function to the signatures by ClusterProfiler, DOSE or ReactomePA packages.
We first demonstrate the usage of functional_enrichment()
function by the TCGA GBM dataset. In following example code, TCGA_GBM_subgroup.rds
is generated by the code demonstrated here. We download the result file that has already been generated.
download.file("https://jokergoo.github.io/cola_examples/TCGA_GBM/TCGA_GBM_subgroup.rds",
destfile = "TCGA_GBM_subgroup.rds", quiet = TRUE)
rl = readRDS("TCGA_GBM_subgroup.rds")
file.remove("TCGA_GBM_subgroup.rds")
We select result from a single method ATC:skmeans
:
library(cola)
res = rl["ATC:skmeans"]
res
## A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
## On a matrix with 11268 rows and 173 columns.
## Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'ATC' method.
## Subgroups are detected by 'skmeans' method.
## Performed in total 1250 partitions by row resampling.
## Best k for subgroups seems to be 4.
##
## Following methods can be applied to this 'ConsensusPartition' object:
## [1] "cola_report" "collect_classes" "collect_plots"
## [4] "collect_stats" "colnames" "compare_signatures"
## [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
## [10] "get_anno_col" "get_anno" "get_classes"
## [13] "get_consensus" "get_matrix" "get_membership"
## [16] "get_param" "get_signatures" "get_stats"
## [19] "is_best_k" "is_stable_k" "membership_heatmap"
## [22] "ncol" "nrow" "plot_ecdf"
## [25] "rownames" "select_partition_number" "show"
## [28] "suggest_best_k" "test_to_known_factors"
We check how the signature genes looks like under 4-group classification:
set.seed(123)
get_signatures(res, k = 4)
## * 167/173 samples (in 4 classes) remain after filtering by silhouette (>= 0.5).
## * cache hash: eef958f7cb17f1f44dd5ec01d14dd902 (seed 888).
## * calculating row difference between subgroups by Ftest.
## * split rows into 4 groups by k-means clustering.
## * 10023 signatures (89.0%) under fdr < 0.05, group_diff > 0.
## - randomly sample 2000 signatures.
## * making heatmaps for signatures.
Rows are split into four groups with different expression patterns among samples. The functional enrichment will be applied to genes in each row-cluster.
To apply functional enrichment, the important thing is to check the gene ID type in the input matrix. The helper function rownames()
directly returns the row names of the matrix stored in res
.
## [1] "AACS" "FSTL1" "ELMO2" "CREB3L1" "RPS11" "PNMA1"
The gene ID is symbol. For all enrichment analysis provided by ClusterProfiler, DOSE or ReactomePA, the core ID type is Entrez ID, thus we need to convert from symbol to Entrez ID.
To make it easy, cola automatically tests the gene IDs types and it automatically recognizes three ID types of Ensembl ID, RefSeq ID and gene symbol, which covers most cases of the analysis. If user’s gene ID type is one of the three supported ones, simply run functional_enrichment()
on res
only with specifying the number of subgroups.
lt = functional_enrichment(res, k = 4)
By default, functional_enrichment()
runs enrichment on Gene Ontology, biological function ontologies. ontology
can be set as follows:
BP
/MF
/CC
, org_db
argument should be set to the corresponding database, such as "org.Hs.eg.db"
,KEGG
, organism
argument should be set to corresponding species abbreviation, such as "hsa"
,DO
, only works for human,MSigDb
, only works for human, the path of gmt file should be specified by gmt_file
argument. You should only use the gmt files where genes are annotated with the Entrez IDs.Reactome
, organism
argument should be set to the corresponding species, such as "human"
.ontology
can be set as a vector of multiple ontologies.
The value of lt
is a list of data frames for different ontologies combined with different k-means groups. Since k-means clustering has already been applied in previous get_signatures()
, the k-means clustering result is stored in res
object and functional_enrichment()
directly uses the classification from it.
names(lt)
## [1] "BP_km1" "BP_km2" "BP_km3" "BP_km4"
head(lt[[1]])
## ID Description GeneRatio BgRatio pvalue
## GO:0010469 GO:0010469 regulation of signaling receptor activity 116/1443 588/17913 5.094534e-20
## GO:0008015 GO:0008015 blood circulation 100/1443 523/17913 1.953545e-16
## GO:0003013 GO:0003013 circulatory system process 101/1443 532/17913 2.256348e-16
## GO:0010817 GO:0010817 regulation of hormone levels 95/1443 503/17913 2.560685e-15
## GO:0030855 GO:0030855 epithelial cell differentiation 123/1443 746/17913 8.436502e-15
## GO:0055080 GO:0055080 cation homeostasis 102/1443 588/17913 7.326199e-14
## p.adjust qvalue
## GO:0010469 2.888091e-16 2.279670e-16
## GO:0008015 4.263745e-13 3.365521e-13
## GO:0003013 4.263745e-13 3.365521e-13
## GO:0010817 3.629131e-12 2.864598e-12
## GO:0030855 9.565306e-12 7.550226e-12
## GO:0055080 6.922037e-11 5.463802e-11
## geneID
## GO:0010469 BMP3/CCL19/BUD31/GDF10/CGA/NENF/IL23A/WNT10B/CCL23/SCT/VIP/CALCR/EPO/TNFSF15/CCL17/SHANK1/CRLF1/TNFSF18/MUC4/LY6H/TNFSF9/INSL3/OXT/WNT8B/FGF17/RASGRF1/KL/TNF/CAV3/RAMP3/NTS/XCL1/WNT1/CALCB/AMBN/IFNW1/NTF3/FGF5/INHA/FGF21/IL21/DKKL1/CBLC/IFNA21/AVP/CTF1/ADH7/EDN3/GH2/CSF3/ADRB2/IL3/CCL24/ADRA2B/GRIN1/CACNG3/CSH2/LTA/NRG1/IFNA8/GHRH/GDF3/LEP/CCL22/CRHBP/SHH/THPO/GRIN2A/FGF22/CCL11/IAPP/GRP/IL17B/POMC/IL26/PRLH/CDC42EP2/GREM1/TTR/CCL16/CARTPT/TDGF1/IL11/WNT4/TSHB/TNFSF14/PF4/MLN/BMP6/GDF2/F2/IL13/NRTN/IL19/PPY/TNFSF11/OSGIN1/IL4/CCL1/PHLDA2/REG1A/AGTR2/ADRA2C/FGF20/PSPN/CCL27/BMP4/RLN2/BTC/ADM2/IL2/WNT7A/AGRP/RGS9/EDN2/CSF2
## GO:0008015 CD38/NPR1/CACNB1/DBH/ADRA1A/FXYD2/CMA1/TACR2/SNTA1/CACNA1C/P2RX1/HBB/CASR/HCN4/ATP2B3/EPO/TH/MYL1/S100A1/CACNA2D3/LPA/FGA/CACNA1S/CASQ2/OXT/CSRP3/CAV3/NTS/CALM2/CASQ1/KCNJ12/KCNJ3/FXYD1/HSPB7/AVP/DRD1/MYL4/NFE2/SLC6A4/KEL/ADORA2A/EDN3/KCNG2/SERPINF2/AZU1/RNF207/ADRA2B/CACNG3/KCNK15/RYR2/GSTO1/NTSR1/LEP/MYH6/TACR1/TNNT2/AGER/CYP4F12/PKP2/SOD1/BBS4/P2RX2/ID2/POMC/KCNE1/DRD5/FGB/COL4A3/GLP1R/P2RY2/CTSG/KCNJ4/CARTPT/NOX1/MYL2/IRX5/GPR37L1/RYR1/ADRB1/ATP2A3/FOXC2/MYL3/CYP4F2/TRPV4/SGCD/REN/AGTR2/ADRA2C/SRI/TNNI3/TNNC1/ADRA1B/DES/ATP1A2/ADM2/HTR1B/IL2/EDN2/FXYD3/GRIP2
## GO:0003013 CD38/NPR1/CACNB1/DBH/ADRA1A/FXYD2/CMA1/TACR2/SNTA1/CACNA1C/P2RX1/HBB/CASR/HCN4/ATP2B3/EPO/TH/MYL1/S100A1/CACNA2D3/LPA/FGA/CACNA1S/CASQ2/OXT/CSRP3/CAV3/RAMP3/NTS/CALM2/CASQ1/KCNJ12/KCNJ3/FXYD1/HSPB7/AVP/DRD1/MYL4/NFE2/SLC6A4/KEL/ADORA2A/EDN3/KCNG2/SERPINF2/AZU1/RNF207/ADRA2B/CACNG3/KCNK15/RYR2/GSTO1/NTSR1/LEP/MYH6/TACR1/TNNT2/AGER/CYP4F12/PKP2/SOD1/BBS4/P2RX2/ID2/POMC/KCNE1/DRD5/FGB/COL4A3/GLP1R/P2RY2/CTSG/KCNJ4/CARTPT/NOX1/MYL2/IRX5/GPR37L1/RYR1/ADRB1/ATP2A3/FOXC2/MYL3/CYP4F2/TRPV4/SGCD/REN/AGTR2/ADRA2C/SRI/TNNI3/TNNC1/ADRA1B/DES/ATP1A2/ADM2/HTR1B/IL2/EDN2/FXYD3/GRIP2
## GO:0010817 CD38/TFR2/CYP1A1/CGA/TFAP2B/GFI1/CMA1/TACR2/BAIAP3/CACNA1C/SLC5A7/VIP/CASR/KCNC2/SLC44A4/VSNL1/ALDH1A2/SULT1A1/RDH16/ACHE/DHRS9/HNF1A/FGA/PAX8/CYP26A1/PON3/ARL2/CPLX3/OPRK1/SRD5A2/RDH8/TNF/STAR/GHRHR/INHA/DKKL1/HSD17B6/DIO3/HPN/ADORA2A/EDN3/KCNG2/DUOX1/SULT1E1/SERPINA7/ADRA2B/RAPGEF3/NR1H4/FDXR/HSD17B8/GHRH/CYP11A1/LEP/ISL1/CRHBP/TACR1/SHH/BLK/DIO1/GRP/KLK6/HTR2C/FGB/GLP1R/TTR/CTSG/CARTPT/CFTR/SIRT3/IL11/WNT4/AKR1C3/APOA1/TSHB/CYP3A4/HSD17B2/FOXA2/GCK/BMP6/AKR1C4/CRABP2/GATA3/TNFSF11/PDX1/TRPV4/NR0B2/REN/AGTR2/ADRA2C/CRYM/SRI/DUOX2/RBP4/CYP46A1/DHRS2
## GO:0030855 XDH/CYP1A1/KRT15/HOXB5/UPK1B/DSC1/KRT34/WNT10B/KRT4/PAX6/CLDN3/BARX1/PGR/SH3BP1/KRTAP2-4/PKP3/SLC44A4/KRT13/KRTAP5-9/KRT24/TGM3/SFN/OVOL2/DHRS9/CLDN5/PAX8/GSTM3/RARG/FOXN1/ELF5/PITX3/KRT5/KRT37/PPL/TNF/KRT8/GLI1/TCF15/PDZD7/WNT1/AQP3/KRTAP5-8/WNT11/TST/ELF3/CDX2/MSX2/TBX1/RHCG/EMX1/LHX1/CCNO/UPK3A/RAPGEF3/NRG1/KRT32/GDF3/ETV2/TCF21/SIX2/PKP2/WNT16/KRT86/PROC/SOD1/KRT16/ID2/KRT35/KRT33A/S100A7/SOX17/GREM1/MGMT/ACTL8/KRT14/PRSS8/WNT4/AKR1C3/KRT23/B9D1/KRT1/FOXJ1/RHEB/KRT17/BMP6/GDF2/BFSP2/KRT83/KLK12/RAB25/PAX2/IL13/CDH3/VIL1/GATA3/FOXC2/PDX1/KRT7/KRT19/KRT12/SULT2B1/IVL/EVPL/ROS1/EHF/PKP1/KRT3/HOXB13/SIX3/TGM5/DLX6/WT1/BMP4/SCEL/CRYGB/KRT81/KLK13/DMBT1/WNT7A/SPDEF/SPRR3/TP63/PTCH2
## GO:0055080 CCL19/CD38/EPB42/NPR1/TFR2/TFAP2B/ADRA1A/GPR157/SNCA/CACNA1C/CCL23/TMPRSS3/CALCR/P2RX1/CASR/ATP2B3/EPO/GRIN2C/GPR12/RHAG/SLC26A4/CASQ2/VPS33A/OXT/KL/CSRP3/CAV3/TRPA1/GRM1/RAMP3/CALM2/XCL1/CASQ1/CALCB/AVP/DRD1/KEL/ADORA2A/GCM2/SLC9A7/LCK/EDN3/S100A14/CCKBR/RHCG/GRIN1/UPK3A/CD19/RYR2/ATP12A/GSTO1/SCNN1A/TTPA/NTSR1/XK/CLDN16/TACR1/JPH2/FIS1/CYP4F12/SCNN1B/GRIN2A/ATP6V1F/CCL11/IAPP/SOD1/GPR6/P2RX2/GATA2/ALAS2/CALB1/HTR2C/DRD5/TMPRSS6/GLP1R/MS4A1/CFTR/NOX1/LCN2/FZD9/RYR1/BMP6/GDF2/F2/IL13/TRPC5/PLA2G1B/TNFSF11/CYP4F2/TRPV4/CCL1/REG1A/SGCD/AGTR2/SRI/TNNI3/P2RX5/ATP1A2/HTR1B/IL2/NEDD8/EDN2
## Count
## GO:0010469 116
## GO:0008015 100
## GO:0003013 101
## GO:0010817 95
## GO:0030855 123
## GO:0055080 102
If the gene ID type is not any of Ensembl ID, RefSeq ID or gene symbol, user needs to provide a named vector which provides mapping between user’s ID types to Entrez IDs.
In following example we demonstrate how to properly set the ID mapping by the Golub leukemia dataset. The result file is already generated.
download.file("https://jokergoo.github.io/cola_examples/Golub_leukemia/Golub_leukemia_subgroup.rds",
destfile = "Golub_leukemia_subgroup.rds", quiet = TRUE)
rl = readRDS("Golub_leukemia_subgroup.rds")
file.remove("Golub_leukemia_subgroup.rds")
To simplify, we only take result from one method:
## [1] "AFFX-BioC-5_at" "AFFX-CreX-3_at" "AFFX-BioDn-3_st" "hum_alu_at" "AFFX-DapX-M_at"
## [6] "AFFX-LysX-3_at"
set.seed(123)
get_signatures(res, k = 3)
## * 70/72 samples (in 3 classes) remain after filtering by silhouette (>= 0.5).
## * cache hash: f28d6331c7f86199f6c7209c9678af05 (seed 888).
## * calculating row difference between subgroups by Ftest.
## * split rows into 4 groups by k-means clustering.
## * 2074 signatures (50.4%) under fdr < 0.05, group_diff > 0.
## - randomly sample 2000 signatures.
## * making heatmaps for signatures.
The Golub leukemia dataset is a microarray dataset where the gene ID is the probe ID. Thankfully, there is already an annotation package from Bioconductor (hu6800.db) that provides mapping between the probe ID to Entrez ID.
library(hu6800.db)
x = hu6800ENTREZID
mapped_probes = mappedkeys(x)
id_mapping = unlist(as.list(x[mapped_probes]))
head(id_mapping)
## A28102_at AB000114_at AB000115_at AB000220_at AB000381_s_at AB000409_at
## "2556" "4958" "10964" "10512" "2765" "8569"
Proportion of probe IDs that can be mapped:
## [1] 0.8627308
As you see, the format of id_mapping
is simple. Names of the vector are the probe IDs and the values are the Entrez IDs. We can directly assign the ID mapping variable to id_mapping
argument.
lt = functional_enrichment(res, k = 3, id_mapping = id_mapping)
functional_enrichment()
can also be applied to two other classes of objects:
ConsensusPartitionList
object which is generated by run_all_partition_methods()
function. The result is a list (for each method) of lists (for each ontology) of data frames.## R version 3.6.2 (2019-12-12)
## Platform: x86_64-apple-darwin15.6.0 (64-bit)
## Running under: macOS Mojave 10.14.2
##
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/3.6/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/3.6/Resources/lib/libRlapack.dylib
##
## locale:
## [1] en_GB.UTF-8/en_GB.UTF-8/en_GB.UTF-8/C/en_GB.UTF-8/en_GB.UTF-8
##
## attached base packages:
## [1] parallel stats4 stats graphics grDevices utils datasets methods base
##
## other attached packages:
## [1] hu6800.db_3.2.3 org.Hs.eg.db_3.8.2 AnnotationDbi_1.46.1 IRanges_2.18.3
## [5] S4Vectors_0.22.1 Biobase_2.44.0 BiocGenerics_0.30.0 cola_1.3.3
## [9] knitr_1.26 markdown_1.1
##
## loaded via a namespace (and not attached):
## [1] mclust_5.4.5 Rcpp_1.0.3 lattice_0.20-38 circlize_0.4.9
## [5] png_0.1-7 assertthat_0.2.1 zeallot_0.1.0 rprojroot_1.3-2
## [9] digest_0.6.23 slam_0.1-46 R6_2.4.1 backports_1.1.5
## [13] RSQLite_2.1.4 evaluate_0.14 httr_1.4.1 pillar_1.4.3
## [17] GlobalOptions_0.1.2 rlang_0.4.2 annotate_1.62.0 blob_1.2.0
## [21] GetoptLong_0.1.8 Matrix_1.2-18 rmarkdown_2.0 pkgdown_1.4.1
## [25] splines_3.6.2 desc_1.2.0 stringr_1.4.0 RCurl_1.95-4.12
## [29] bit_1.1-14 compiler_3.6.2 eulerr_6.0.0 xfun_0.11
## [33] pkgconfig_2.0.3 microbenchmark_1.4-7 shape_1.4.4 htmltools_0.4.0
## [37] tibble_2.1.3 matrixStats_0.55.0 XML_3.98-1.20 crayon_1.3.4
## [41] MASS_7.3-51.4 bitops_1.0-6 grid_3.6.2 xtable_1.8-4
## [45] DBI_1.1.0 magrittr_1.5 skmeans_0.2-11 stringi_1.4.5
## [49] impute_1.58.0 genefilter_1.66.0 fs_1.3.1 xml2_1.2.2
## [53] brew_1.0-6 vctrs_0.2.1 rjson_0.2.20 RColorBrewer_1.1-2
## [57] tools_3.6.2 bit64_0.9-7 survival_3.1-8 clue_0.3-57
## [61] colorspace_1.4-1 cluster_2.1.0 ComplexHeatmap_2.1.2 memoise_1.1.0


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3 types derived from ServiceBaseCommand
Microsoft.PowerShell.Commands.Management (3)
commands\management\Service.cs (3)
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Zico drops two posters for 'Thinking Part 2'
by jennywillZico has dropped two teaser images for his comeback.
His first album 'Thinking Part 2' will drop on November 8th. It's his first full solo album in 8 years since he's debuted, and he's planning to honestly tell his story.
Check out the posters above and below. Zico will be dropping the album on November 8th.


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HEDWIG AND THE ANGRY INCH RATING: 4/10
For more reviews and movie trailers, visit http://www.joblo.com/
PLOT: A little boy born in East Germany (named Hansel) loves the American music.  Once married, the two move to the States, but quickly thereafter, get a divorce. At that point, Hedwig starts writing music and meets another confused boy, who soon turns into a star. That boy also turns his back on Hedwig, and it isn't long before Hedwig puts together his/her own band and tours the States via seafood restaurants. This is the story of his/her life, told via flashbacks and musical numbers.
CRITIQUE: An artsy-fartsy musical with great songs and a superb performance by John Cameron Mitchell, doesn't really come together as a whole, with over-the-top symbolism, incoherence and too much pretension to retain my interest all the whole way through. In fact, this isn't so much of a realistic, articulate, behind-the-scenes look at the rise of a rock 'n roll star, as it is an ambiguous, overly poetic and incomprehensible struggle of a man, his sexuality and his identity as a whole person on this planet. I guess that I was expecting the former going in. The film is somewhat interesting to a point, but I was personally never able to involve myself too much, as the basic symbolic and incongruent nature of the film left me feeling cold and distant. But it is definitely tuned to a certain type of audience. Chances are that if you are a fan of THE WALL, THE ROCKY HORROR PICTURE SHOW or even PRISCILLA, QUEEN OF THE DESERT, the elements tangled in this movie will likely strike your fancy (some of the characters in this film even ask the audience to sing along at some point, and provide the lyrics of their song, on-screen).
Well, I personally don't care for those films, and didn't really get into the whole "show" atmosphere of this movie either. I guess I might've looked at it all too literally, but like I said earlier, I just didn't care enough about the characters to delve into the "so the butterfly represents his freedom?" side of things. All I know is that the film left me with many questions unanswered and didn't make me feel any more fulfilled. What was Hedwig's relationship with that other member of his band (with the beard)? What happened with Hedwig and Tommy Gnosis at the end of the movie? (was that an actual sequence or a fantasy?) What ever happened to the lawsuit? And more... All of which were part of the film and interested me somewhat. If the only idea behind the film was for the main character to uncover his/her sexuality, then that's one thing, but as many of the relationships and situations presented themselves in this movie, I wanted some resolution to those pieces as well. I didn't get it.
The film's humor also didn't tickle my funny bone either. Then again, I've seen many a film in these art-house theatres in which patrons are rolling down the aisles with laughter, while all I see is a tiny bit of whimsy on the screen. Some of these films are also better enjoyed with the added "atmosphere" of a plant called marijuana, and I can certainly see how this movie ingrains within itself some nifty visual elements, in order to jazz up that experience. But being sober as I was and expecting a coherent, funny, musical with a transsexual twist, I didn't leave the theater very satisfied. I came out having watched an existential story of a confused man caught up in a musical lifestyle, wrapped in metaphors, dramatics and more questions than answers. I will, on the other hand, definitely hand some props out to the lead in this film, John Cameron Mitchell, who is also the man who wrote, directed and created the play on which this movie is based, and the tunes, which will likely be enjoyed by anyone who digs The Sex Pistols, David Bowie and the whole 70s glam-rock scene.
Note: BTW, it seems as though pretty much every single "mainstream" critic in the United States loved this movie from top to bottom (and thought that it was really funny to boot!), so you might want to take that into consideration yourself. But having said that, the main reason that I started this dinky website in the first place was because films like this would sometimes be uniformly applauded by the "official" critics, while I, a regular "JoBlo" in the audience, just wouldn't get what all the fuss was about. This movie is a perfect example of why I continue to write movie reviews.
Where's JoBlo coming from? Moulin Rouge (8/10) - Grease (8/10) - Everyone Says I Love You (5/10) - The Opposite of Sex (8/10) - Dancer in the Dark (5/10) - O Brother, Where Art Thou (7/10) - Love's Labour's Lost (8/10)
Review Date: August 21, 2001 Director: John Cameron Mitchell Writer: John Cameron Mitchell Producer: Pamela Koffler, Katie Roumel, Christine Vachon Actors: John Cameron Mitchell as Hedwig Michael Pitt as Tommy Gnosis Miriam Shor as Yitzhak Genre: Musical Year of Release: 2001 ------------------------------------ JoBlo's Movie Emporium http://www.joblo.com/ ------------------------------------ (c) 2001 Berge Garabedian
========== X-RAMR-ID: 29292 X-Language: en X-RT-ReviewID: 246203 X-RT-TitleID: 1109197 X-RT-SourceID: 573 X-RT-AuthorID: 1021 X-RT-RatingText: 4/10
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Summoner Camoniell:
Hello, young apprentice Summoner. Have you come to challenge me? I am not going to fight you right now, in fact, I will concede defeat. Here is my Arcana Card.
"That's absurd! I will not accept such a victory!"


INFINITY A film review by Scott Renshaw Copyright 1996 Scott Renshaw
(First Look) Starring: Matthew Broderick, Patricia Arquette, Peter Reigert. Screenplay: Patricia Broderick. Producers: Matthew Broderick, Patricia Broderick, Joel Soisson, Michael Leahy. Director: Matthew Broderick. Running Time: 119 minutes. MPAA Rating: PG (adult themes) Reviewed by Scott Renshaw.
Here I offer a bit of free, friendly advice for film-makers: if you are going to make a two hour long film, please don't make it feel like a four hour long film...and for heaven's sake, don't title it INFINITY. You just can't feed a critic a straight line like that; I'm only human, and it's too easy. INFINITY is a Moebius strip of a movie experience, a film which goes on and on and on without a single compelling situation or character to hold your attention. Under the rookie direction of Matthew Broderick, INFINITY inspires an almost suffocating boredom and the question of why he even bothered to hire an editor.
Broderick also stars in this fact-based story as Nobel Prize-winning physicist Richard Feynman, who is a brilliant young student in Queens, NY when the main plot begins in 1934. He meets Arline Greenbaum (Patricia Arquette) at a high school party, and the pair soon become inseparable. Their romance continues while Richard attends college, but an even greater impediment than distance soon arises. Arline is stricken with an illness which eventually is diagnosed as tuberculosis, at the time an incurable and contagious disease. Despite the grave circumstances and against the wishes of family, Richard and Arline marry in 1941. That is also when Richard is recruited to join a top-secret program in Los Alamos, New Mexico as part of the team handed the task of developing the atomic bomb.
On one level, INFINITY is a difficult film to hate actively, because it clearly was made with some care. The film is lovingly photographed by Toyomichi Kurita and scored by Bruce Broughton, and its period detail is meticulously re-created by production designer Bernt Capra. That makes INFINITY a nice film to look at, at least for a little while, until it becomes apparent that there is not a single thing going on worth caring about.
The crushing flaw of INFINITY is that it is almost entirely about the romance between Richard and Arline, and not once does a spark fly between Broderick and Arquette. The script (by Broderick's mother Patricia) focuses on the intellectual nature of their relationship without paying much attention to developing them as individuals, resulting in characters constructed mostly of thick Queens accents and episodic eccentricity. Arquette is more successful at giving Arline some small measure of appeal, but she is unable to make this love affair matter. With no other character in the film provided even a glimmer of a personality, INFINITY rapidly begins to sink under the weight of a painfully dull central relationship.
It is not Broderick's fault that the real-life circumstances of this story have Arline dying for nearly four years, but it is definitely his fault that I was placed in the ghoulish position of hoping she would just get it over with and die already. For nearly ninety minutes Arline is alternately sick and well, and over the course of that ninety minutes we move abstractly between Richard's personal and professional life, with scene after scene inspiring me to throw up my hands in exasperation at the utter lack of a point. I counted ten scenes in INFINITY which literally served no narrative or dramatic purpose, and countless other instances where the judicious use of a knife on several hundred frames of film might have made me less eager to use one on my own throat.
Much is made of Richard's unwavering rationalism, as when he reads to Arline from a medical book detailing what her condition might be while her doctors insist on protecting her, and I suppose the intention is to convey the unique nature of their love. What it really does, however, is make for a love story without a drop of emotion until Broderick breaks down in the film's last scene. At that point, I was sort of feeling like crying myself, mourning two hours of my life which had begun to feel like infinity.
On the Renshaw scale of 0 to 10 Moebius trips: 3.
Receive Scott Renshaw's reviews directly via email from Marquee! Visit http://www.marquee.com/marquee-mailinglists.html for details. Visit Scott Renshaw's MoviePage http://www-leland.stanford.edu/~srenshaw
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Event Descriptions
Fundraising Events
- Basketball Tournament
Teams enter the tournament to compete against each other to win a cash prize. This event is usually held
during the Spring semester.
- Bake Sale
UA NSBE members bake goods, including cookies and cake, and sell them to students passing through the
student center and other common gathering places.
- Car Washes
A frequent event held throughout the academic year on Saturdays. UA NSBE parters with a local
business to hand wash vehicles in effort to raise money for the chapter.
- Date Auction
An annual fundraising event where potential dates are auctioned off. The participants are not obligated to
go on a date with the bidder. Each bidder will receive a gift for helping out. Gifts range from different
value amounts of restaurant coupons to a free meal or two. The most popular gift is wing party for 10 at
Hooters (this is awarded to the highest bidder). So please come out and enjoy the night. Refreshments will
be available in the VIP section (VIP includes participants in Date Auction and winning bidders).
- Halloween Carnival
We normally have a Fall Carnival, but this year we decided to try something different. There will be a
costume party, but you are not required to wear a costume. There will be rewards given to the top 3
costumes. So it might be worth your while to dress up. Of course some party refreshments.
Top of Page
Events and Activities
- General Body Meetings
Meeting with all the members of the UA NSBE chapter. Current members are encourage to bring and invite
new members to these meetings. Guest speakers are invited to deliver information about their company or
organization. Also, members are brought up to date with current news and upcoming event info.
- Back To School BBQ
An event held at the beginning of the academic year in conjuction with UAT-NSBE Jr. Chapter.
- Networking and Sponsorship Banquet
A formal event where students that are majoring in all technical majors at the University of Alabama are
given the opportunity to network with potential employers over dinner.
- End of Year Banquet
This event is for NSBE Members only. This is when we pass the Torch from old officers to new officers. Also
during this event, any and all other awards will be handed out to the Chapter's most active and
influential members.
- Fun Night
This is a free event that is open campus wide. Fun Night is simply a chance for he student body to get
together and share poems, jokes, dance, whatever. The limits are endless as long as you try really hard to
keep it clean. It is an outlet for you. No judges, no awards, just a night of fun!
- Joint Meetings with other engineering organizations
Meetings are jointly held with other engineering societies including American Society of Mechanical
Engineers (ASME) and Society of Hispanic Professional Engineers (SHPE).
- Professional Fashion Show
This is a campus wide event where we will present to the students the Do's and Don'ts when dressing
for the business world. We will show you the correct way to wear business casual as well.
- Study Break
An event held during Dead Week (the week before Finals) to give members a stress-free enviroment from
studying with fun, games, and socializing.
Top of Page
Other Programs
- UAT (University of Alabama Tuscaloosa)-NSBE Jr. Chapter
View UAT-NSBE Jr. chapter being
featured on the NSBE PCI website.
- T.E.A.M. (Teaching Executive Administration to Members)
This program gives the opportunity for members to shadow current Chapter Executive Board members to see how
a NSBE chapter should function and be organized.
UA NSBE T.E.A.M. on Facebook
- Community Service
UA NSBE members tutor younger students at the T.O.R.C.H. Center and coach sports teams at the
Tuscaloosa Branch of the YMCA.
- Intramural Sports Teams
UA NSBE members and other University students participate in the University's Intramural Sports
League. The teams include Flag Football, Volleyball, Basketball, and Softball.
Top of Page


OLA ALTASLAQ
PERSONAL PROFILE
I was born on December 3, 1997 in Riyadh, Saudi Arabia and I hold Jordanian citizenship I worked as Nutritionist, Accountant, Marketer, Social media specialist, customers service, Secretary. And HTML and CSS and JavaScript developer.
EDUCATION
◉ HIGH SCHOOL: Studied in The 136th secondary school in Riyadh, KSA – GRA:97.56%.
◉ UNIVERSITY: BA degree in CLINICAL NUTRITION AND DIETS from Petra University, Amman, Jordan - GRA: 2.51 (GOOD) – From 2015 to 2019.
◉ COURSE: Software Development from LTUC ASAC, Amman, Jordan - 2021.
◉ UNIVERSITY: BA degree in CLINICAL NUTRITION AND DIETS from Petra University, Amman, Jordan - GRA: 2.51 (GOOD) – From 2015 to 2019.
◉ COURSE: Software Development from LTUC ASAC, Amman, Jordan - 2021.
CERTIFICATES
◉ CERTIFICATE OF THANKS AND APPRECIATION: Petra University – Because I
excelled in the university proficiency exam.
◉ CERTIFICATE OF PARTICIPATION: U.S. Embassy in Jordan –Successfully participating in professional Empowerment Programs and Job Skills.
◉ CERTIFICATE OF Training: ARAB ENGINEERS for Trading Medical Equipment & Supplies LLC – The training of InBody Body Composition Analyzer THEORETICAL & HANDS ON.
◉ CERTIFICATE OF Training: Jordanian Society For Food & Nutrition – Course of HYPERLIPIDEMIA and HYPERTENSION.
◉ CERTIFICATE OF COMPLETION: INJAZ - Business Ethics Course.
◉ PARTICIPATION CERTIFICATE: I was give a lecture about "THE IMPORTANCE OF HEALTHY FOOD" in Typical like schools and kindergarten.
◉ ATTENDANCE CERTIFICATE: Workshop "MOTIVATIONAL INTERVIEWING" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ CERTIFICATE OF PARTICIPATION: Workshop "POSITIVE THINKING" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ ATTENDANCE CERTIFICATE: Workshop "LEADIND BUSINESSES" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ ATTENDANCE CERTIFICATE: Workshop "STRESS MANAGEMENT" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ ATTENDANCE CERTIFICATE: Workshop "BODY LANGUAGE" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ CERTIFICATE OF PARTICIPATION: Workshop "HOW TO BE A LEADER" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ ATTENDANCE CERTIFICATE: Workshop "SECRETS OF MEMORY POWER" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ ATTENDANCE CERTIFICATE: Workshop "EMOTIONAL INTERLLIGENCE" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ CERTIFICATE OF PARTICIPATION: U.S. Embassy in Jordan –Successfully participating in professional Empowerment Programs and Job Skills.
◉ CERTIFICATE OF Training: ARAB ENGINEERS for Trading Medical Equipment & Supplies LLC – The training of InBody Body Composition Analyzer THEORETICAL & HANDS ON.
◉ CERTIFICATE OF Training: Jordanian Society For Food & Nutrition – Course of HYPERLIPIDEMIA and HYPERTENSION.
◉ CERTIFICATE OF COMPLETION: INJAZ - Business Ethics Course.
◉ PARTICIPATION CERTIFICATE: I was give a lecture about "THE IMPORTANCE OF HEALTHY FOOD" in Typical like schools and kindergarten.
◉ ATTENDANCE CERTIFICATE: Workshop "MOTIVATIONAL INTERVIEWING" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ CERTIFICATE OF PARTICIPATION: Workshop "POSITIVE THINKING" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ ATTENDANCE CERTIFICATE: Workshop "LEADIND BUSINESSES" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ ATTENDANCE CERTIFICATE: Workshop "STRESS MANAGEMENT" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ ATTENDANCE CERTIFICATE: Workshop "BODY LANGUAGE" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ CERTIFICATE OF PARTICIPATION: Workshop "HOW TO BE A LEADER" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ ATTENDANCE CERTIFICATE: Workshop "SECRETS OF MEMORY POWER" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
◉ ATTENDANCE CERTIFICATE: Workshop "EMOTIONAL INTERLLIGENCE" – Career Guidance and Alumni Office (King Abdullah 2 Fund For Development).
PROFESSIONAL EXPERIENCE
◉ ROYAL HOSPITAL: Trainee for 1 month as a Nutritionist ( July
2018–August 2018).
◉ MAISAA ALASHARI CENTER: Trainee & work for 2 months as a Nutritionist, Accountant, Marketer, Social media specialist, customers service, Secretary and responsible for the center in general ( July 2019 – September 2019 ).
◉ MAISAA ALASHARI CENTER: Trainee & work for 2 months as a Nutritionist, Accountant, Marketer, Social media specialist, customers service, Secretary and responsible for the center in general ( July 2019 – September 2019 ).


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Last updated 29-04-2016 v3.04
The test setup is an E8500 on an Intel motherboard, 8GB ram, running Microsoft Visual Studio 2013 as compiler. Build settings are x64 release, "/O2 /Oi /Ot /Oy /GL". Tests are based on a sliding scale of number of runs vs number of elements, so a test with only 10 elements in a container may average 100000 runs, whereas a test with 100000 elements may only average 10 runs. This tends to give adequate results without overly lengthening test times. I have not included results involving 'reserve()' functions as the differences to overall insertion performance were not adequate.
 In order to better facilitate accurate time-keeping for short tests, both container construction and destruction times are included in the tests. The sequence is as follows: construction, push N elements, read (back) + pop all elements, destruction. Because unlike a regular container, a stack must be pushed for every pop, and popped for every read, it makes little sense to analyse these aspects of use separately, as what is most important is the overall time taken. For that reason (and for the sake of simplicity) only total time benchmarks are presented below, however the separate timings for MSVC are here, for anyone interested.
Simply put, plf::stack out-performs both std::stack (std::deque) and std::vector under MSVC 2013, and we can see that the larger the stored type is, the greater the performance advantage is. As described in the GCC results, plf::stack also has a secondary advantage over std::vector in that pointers to it's elements (as obtained via back() after a push() operation) will not invalidate on subsequent pushes. std::vector will invalidate pointers to stack elements upon subsequent pushes, std::stack will not if it is wrapping a std::deque (which it appears to be in this case). std::stack in the above tests only pulls ahead of std::vector for large structs, and never pulls ahead of plf::stack. The overall recommendation is to use plf::stack in all areas.
plf::stack:
Advantages: Fastest performance. Performance advantage increases with size of stored element. Pointers to stored elements never invalidate.
Disadvantages: None.
std::stack (wrapping std::deque):
Advantages: Faster than std::vector for large structs. Pointers to stored elements never invalidate.
Disadvantages: Lowest overall performance. std::stack is not guaranteed to be wrapping a std::deque depending on the implementation, and std::deque implementation structure is also compiler-dependent, so the above advantages will not apply generically.
std::vector:
Advantages: Implementation is better defined than std::deque, so results may be more realiable across-compilers.
Disadvantages: Slower than plf::colony. Invalidates pointers to stored elements on subsequent pushes.
Contact:
plf:: library and this site Copyright (c) 2016, Matthew Bentley


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--- template: example.html title: Fractal Example shortdesc: Example of a fractal. docs: > Example of a fractal. tags: "fractal, vector" ---


The ngMock is an angular module which is used with ng module and adds unit-test configuration as well as useful mocks to the $injector.
ngMock
ng
$injector


They are essentially same thing according to the following definitions:
"Self-awareness is a neutral mode that maintains self-reflectiveness even in the midst of turbulent emotions."By Daniel Goleman
“Mindfulness means paying attention in a particular way: on purpose, in the present moment, and non-judgmentally.”By Jon Kabat-Zinn
I did try Body Scan. I laid on my yoga mat to scan my body and felt calm and later on almost fell asleep.
This statement hit me:"Thoughts and emotions are not who we are; they are simply phenomena in mind and body that come and go."


---
layout: post
title: Starting to create a simple game for Android - Day 0
date: 2011-02-14 19:09:00 -06:00
comments: true
categories:
posterous_id: 43080998
---
I've been stewing over a new game concept and have decide to log
ideas, challenges, and progress on here.
The idea is pretty simple: Thumb War for Android
The primary challenges I see of creating this beast will be:
- game input - multi-touch with ability to track which user is
touching the screen.
- game engine - I don't know of any good base game engines out
there that will give me a head start on this project. The few I've
seen are probably too big for me needs.
- art work and sound - I'll probably need to get some help on
this one.
- time - I'm guessing I'll only have a couple hours a week to
spend, so there's a chance this won't get done till Android is
dead.
More to come soon...


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MEAGAN HALL
08.24.17
Welcome back to Athens, everyone. Whether you’re a newly arrived Bobcat or have been here for a while, I hope summer has been swell.
Let me introduce myself: I’m Liam. And I love podcasts.  No matter how much you know, I’m here to help.
Podcasts are usually audio (and sometimes video) recordings of people talking about, well, almost anything. If you like something, there’s probably a podcast out there talking about it. Seriously. There are podcasts for insomniacs, butchers and even flat Earth conspiracy theorists.
With fancy, modern smartphones and computers, podcasts can be streamed straight into your earbuds through a variety of apps, like Apple’s podcast app and Stitcher Radio for Android users. You can listen to them whenever you want. Did I mention podcasts are free?
There is probably not a better time to get into podcasts, and hopefully this column will help you discover new ones to listen to on your way to class or stumbling from the bars. Each week, I’ll review and give you my take on podcasts on just about everything, whether it’s interesting or god-awful. And trust me, there are a lot of bad podcasts out there.
But to start out, this week is for the pod-newbies. Yes, I’m looking at you, ‘mister-what-in-tarnation-is-a-podcast.’ Welcome to your first class: Podcasting 101. So pay attention, and grab a seat near the front.
Here are a few podcasts I think are great listens, and more important, why they’re great listens.
“Serial” is said to be the first podcast to make it big. As of February 2016, the show had more than 80 million downloads, and some even said it introduced droves of new people to podcasting in general.
The host, Sarah Koenig, investigates the murder of Hae Min Lee and the people involved from back in 1999, and the story is truly gripping.
Without spoiling too much, this podcast is great because of how the story is told. Koenig is an open book, as she broadcasts her thoughts on the closed murder investigation and the twists and turns that come of it.
If there was a podcast I would recommend to someone, it would be this one.
Rating: 5 out of 5 earbuds
You might have heard about “S-Town” in the news a few months ago, because this podcast got really popular. In a matter of a month after its release, the podcast received more than 40 million downloads worldwide. And there’s a reason: It’s just that good.
Created by the producers of “Serial” and the hit radio show “This American Life,” this podcast follows host Brian Reed as he tries to help a man who believes his town of Woodstock, Alabama, is full of murder and corruption.
The true story follows the many members of the small town as they argue with each other and even go on a hunt for buried gold. Not only is the story captivating and intimate, but it also is well told by Reed. Not many podcasts have been able to combine both elements.
This is truly one of my favorite podcasts, and I’m being vague about the plot as to not spoil anything. Please, just go listen to it.
Rating: 5 out of 5 earbuds
“WTF with Marc Maron” is a bit different from the first two podcasts mentioned in that it’s set up in more of a talk show format. Though, that doesn’t mean it’s any worse.
Stand-up comedian Marc Maron hosts this podcast as he interviews anyone willing to come on the show (with some of my favorite episodes being his interviews with Louis C.K.).
This podcast is enjoyable just from the fact that Maron has no filter — he cusses and jokes about anything and everything. But Maron is also a fantastic interviewer, which is what makes this podcast one of my favorites. He’s able to get people to talk about topics they normally wouldn’t mention. It’s worth the listen.
Rating: 4 out of 5 earbuds
— Liam Niemeyer is a senior studying journalism in Ohio University’s Honors Tutorial College. Please note that the views and opinions of the columnists do not reflect those of The Post. Have you given any of these podcasts a listen? Let Liam know by tweeting him @liamniemeyer.
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NYCAASC 2017 Workshops
<< Back to NYCAASC 2017Plenary
Resisting 100 Days of Trump
Room 914
Description: What does it mean to be a target in the current political climate as a person of color/queer/feminist/youth/Muslim under the Trump presidency? Today, on the 100th Day of Trump, this panel will discuss the ways in which communities have resisted and will continue to resist political oppression. How much is the Trump administration an anomaly to the U.S. political climate, and how much is it not? We must critically reflect on the longer history of how the current political climate came to be and how we can best move forward to work towards a liberated future.
Speakers
Amir Ashour
Amir Ashour is an international human rights defender with 7 years of experience working with Iraqi and international organizations focusing on groups like LGBT+ individuals, women, displaced individuals, and other marganilized groups. He’s the founder of IraQueer; the first and only LGBT+ organization in Iraq/KurdistanRegion. He’s a one young world ambassador, Swedish institute alumni, and a David Kato Voice and Vision award candidate.
Vijou Bryant
GABRIELA NY
Vijou Bryant serves as the Vice Chairperson of GABRIELA NY, a grassroots Filipina women’s organization. GABRIELA NY is a mass-based organization serving New York City and its surrounding areas connecting the Filipino diaspora to the women’s struggle in the Philippines.
Mahfuz Rahman
HSL, CAAAV
Mahfuzur Rahman is a native of East Harlem, speaks two languages and is working towards achieving the International Baccalaureate Diploma. He serves as a board member for Community Board 11, chairing for the Health Committee. Mahfuz was a Asian Youth in Action intern with CAAAV working with Asian tenants in Chinatown and Queens Bridge. Additionally, he is part of the High School Liason program at NYCAASC. On the day that Betsy DeVos was being confirmed as Secretary of Education he led his student body in protest among thousands of New Yorkers. In his free time, he is exploring New York and watching action films.
Constance Cho
National Asian Pacific American Women's Forum (NAPAWF)*NYC
Connie Cho is a member of the National Asian Pacific American Women's Forum (NAPAWF)*NYC Chapter and an organizer for the 2017 Asian American Feminism Series. Hailing from mid-Missouri, she moved to NYC three years ago as a New York City Urban Fellow. She now works for a legal nonprofit that supports community-based health care and social services providers as they navigate New York State Medicaid Redesign. Connie graduated from Yale College, holds a masters in gender studies and social policy from the London School of Economics, and will attend law school in the fall to strengthen our social safety net and advance both health and healing justice.
Julie Kim
Mayor's Office of Immigrant Affairs (MOIA)/NAPAWF
Julie Ae Kim is a Community Organizer at the Mayor’s Office of Immigrant Affairs where she focuses on making NYC a more immigrant inclusive city. She organizes primarily in Queens and areas that have concentrated populations of Korean and Chinese communities. Previously, she was in Guangzhou, China working on using crowdsourcing as a way to promote sexual health among youth and LGBTQ communities. Julie is also on the board of the National Asian Pacific American Women's Forum (NAPAWF) NYC Chapter.
Moderator: Maya Singhal
Maya Singhal is a senior in the Department of Social and Cultural Analysis and a master’s student in the Draper Interdisciplinary Master’s Program. She studies women of color feminism and literature, focusing on race, trauma, and the body, and she hopes to continue these studies in a PhD program.


Mobile or stationary, off grid or connected to public utilities, the one thing tiny houses always carry with them is the spirit of FREEDOM.
Whether it’s used for vacation rentals, pop up hotels or full-time living, there is a method in creating the perfect tiny house project for commerical purposes and using New Movement principles brings a holistic approach to creating the ultimate experience..


Deprecated: This plugin has been removed from the Jenkins Update Centre
because it happens that the plugin can't be downloaded from Jenkins Update Centre. (The initial maintainer says in the comments below that he does not maintain the plugin anymore, since the support for underlying development tool-chain have been discontinued.)
Plugin Information |
|---|
No information for the plugin 'otabuilder' is available. It may have been removed from distribution. |
Description
Over-the-Air Ad Hoc Deployment, or distribution is a powerful feature in XCode Development iOS Apps, but the process of generating the necessary manifest file, uploading it to an ftp server and mailing this link to the client is very redundant and error-prone. This plugin helps you to automate this process once you have successfully built the IPA file on Jenkins.
What does it do?
The working of this plugin can be summarized like this.
- Get from you some details about your apps, like path to location of ipa file, icon file location, bundle identifier and version, ftp and gmail credentials as well as reciever mail ids.
- It executes after the .ipa file get built, so this plugin works in with XCode Plugin.
- Once the XCode plugin finishes its work successfully, the plugin gets the .ipa file, and build the Manifest.plist for your app, so OTA Transmission is possible.
- Uploads the .ipa,icon file and manifest file to your ftp server, and with the help of http translation data generate the itms link for your app.
- Email the given list of people the link, so they can install the app on their device in a click.
- Optionally, you can customize the mail that is to be sent or leave it blank. If left blank, the default mail will be sent.


Confirm your payment
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Programming bootcamps were something that I have known about for a year or two but didn't orginally look into. I went to an alternative highschool that was set up as a go at your own pace structure that allowed me to graduate a year and a half early. It wasn't uncommon at my school to graduate a semester early or even a year early but a year and a half was actually a new record me and my good friend set. I went on to attend the local college in my hometown the following fall. I started out taking more than full time class load and was doing very well. over the next two years this started to change. I started to really have issues with my school and realized that I didn't do well with the traditional way of learning, like most people, and I was ready to try something new.
I had heard about code schools awhile back but a lot of the time they have a pretty bad stigma around them. when going the untraditional route there is almost always a higher risk of failure. But I really didn't want to wait three more years to get a degree so I started looking into programming bootcamps and found Epicodus. after some time I decide to come to a workshop and got the chance to see what a good program it is and two months later here I am! I am not actually from Portland and I moved to Vancouver the weekend before class started. Not only is everything at epicodus new to me but really everything in my life is right now.
I would say that I am a person of many interest. My top interest and the one I partake in most often would have to be hiking and exploring, I know it's Oregon and that is what most people here say or so I though. So far a lot of people I have spoken with in the city do not always feel this way. Oregon is truly beautiful and I am blessed to call it home! Over the last two years I would say that I have begun to explore a lot more and I love every second of it. Last year I averaged about 20+ waterfall adventures alone along with plenty of other exploring.
I am very interested in desgin and architecture, always have been. My grandmother helped to design schools as a career and always had a passion for design. As a child I spent a lot of time with my grandmother and I guess this is where the interest began to grow. All through high school I took design oreientated classes, well the only two that my school offered at least. Then in college I contined to do so and my minor was set as graphic desgin.
I am one of those people who believe family and happiness are truly the two most important things in life! My family has always been very close and supportive of eachother. In the last year I have added a new member to the family, my puppy named Ruger. Ruger was a gift i received, after lots of persistence. Ruger has very quickly become the biggest priority in my life! Ruger is a blue heeler, austrilain shepard, and lab mix/mutt. He is my best friend, my baby boy, and my emotional support companion.  Ruger is my favorite being to explore with and shares a passion for the outdoors with me. Currently where I am living I am unable to have him here with me. Prior to this we have only ever spent one night apart. It is really not ideal but it is all I could manage in ths time frame. This is really the only time I have ever been away from him and it may be the hardest thing I have ever done.