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Writer's picturethe unknown designer

Further Machine Learning Progress

I managed to train some of my own data. I combined ts eliots "wasteland" and the 2019 IPCC report.

intergovernmental panel on climate change.

Some of the results. I noted where I made changes to the model.


glass chapel drip coupole down to was hands to tiresias old people old man with wrinkled female breasts at the hyacinth are departed a moment and a window fingers on city hid a game of chess the chair which dry sterile reflecting who puts the current mantel one spread i windows the river sweats oil and tar the barges sweats oil and tar the barges drift on the nightingale plain she turns and looks a moment in the glass hardly aware of time to thames run softly till i end and ear to said turn is the wheel and look different a wheel and mylae corpse in vials and ivory and coloured glass unstoppered lurked her strange synthetic perfumes unguent powdered or confused and drowned the sense on a profit and loss a moment in the glass hardly aware of time to thames run softly till i end and ear


fingernails the record in the faint moonlight the grass is singing the rock if there were water the wind road there were water rock and rock amongst the lowest of the rocks of dust frisch weht der wind la sails swallow le prince à la tour abolie these fragments with copper beating oars the nymphs are gold the river sweats oil and tar the barges drift with the turning tide red sails wide with copper burned green and orange framed at the floor of the narrow sea are damyata a weekend at the violet hour in the chair in odours age of sevenbranched candelabra reflecting datta papers silk shuffled in copper first to controlling hands i sat in a window perilously spread her drying combinations touched by the turning pack of cards a cock leia wallala leialala elizabeth the desert with greenwich burned green and orange framed at the floor


summer nights the nymphs are departed and their friends the loitering heirs of city directors departed have left no addresses by the waters of leman i sat down and wept sweet thames run softly till i end my song sweet thames run softly for i speak not loud or long but at my back in a cold blast i hear the rattle of the bones and chuckle spread from ear to ear a rat crept softly through the vegetation dragging its slimy belly on the bank while i was fishing in the dull canal on a winter evening round behind the gashouse musing upon the king my wreck and on the king my death before him white bodies naked on the low damp ground and bones cast in a little low dry garret rattled by the foot only year to year but at my back from time to time i


do you never speak speak are you thinking of what thinking what never know what you are thinking i think we are in alley where the dead men lost their bones is that the wind under the door is that noise now what is the wind nothing again nothing know nothing do you see nothing do you remember i remember those are pearls that were his eyes you alive or not is there nothing in your but o o o o that shakespeherian so elegant so intelligent shall i do now what shall i i shall rush out as i am and walk the street my hair down so what shall we do tomorrow shall we ever the hot water at ten and if it rains a closed car at four and we shall play a game of chess pressing lidless eyes and waiting for a knock upon the door


leia wallala leialala elizabeth and leicester beating oars the stern was formed to gold the barges drift with the turning tide red sails wide to leeward swing in the heavy spar the barges wash drifting logs down greenwich reach past the isle of dogs weialala leia wallala leialala elizabeth and leicester beating oars the stern was formed to gold the barges gave up the moment on the king when is this rock rock is the third but cannot them all out lil a glass bears no empty bottles sandwich papers silk handkerchiefs cardboard boxes cigarette ends or other testimony of summer nights the nymphs are departed i comment sweet thames run softly till i end my song and bats and glad as sweeney the time at palace the rattle of the dead bestows is four i comment sweet thames run softly till i end my song and bats and glad


pretty good settings..maybe

def define_model(vocab_size, seq_length):

model = Sequential()

model.add(Embedding(vocab_size, 50, input_length=seq_length))

model.add(LSTM(150, return_sequences=True))

model.add(LSTM(150))

model.add(Dense(150, activation='relu'))

model.add(Dense(vocab_size, activation='softmax'))


200 epochs


shantih shantih shantih not speak and my eyes failed i was neither living nor dead and we could not thought death o if you never children walking beside you gliding wrapt in a brown mantle hooded i do not know whether a man or a woman who is that the wind under the door that freshened a river sweats oil and tar the broken is the home damp broken only by the last rays on the divan are piled at night her bed stockings slippers camisoles and stays i tiresias old man with wrinkled dugs perceived the scene and foretold the dry guest he the young moonlight the brush her hair spread out in fiery points glowed into words then would be savagely still nerves are bad tonight yes bad stay with which sad light a sled and i was frightened he said marie marie hold on tight and motors which shall bring sweeney in the lowest of the dead sound on the final stroke of nine his way perceived the agony in stony places the shouting and the dead each red sails wide to drying combinations touched by the last rays on the divan are piled at night her bed stockings slippers camisoles and stays i tiresias old man with wrinkled dugs perceived the scene and foretold the dry guest he the young moonlight the brush her hair spread out in fiery points glowed into words then would be savagely still nerves are bad tonight yes bad stay with



might be best yet


def define_model(vocab_size, seq_length):

model = Sequential()

model.add(Embedding(vocab_size, 50, input_length=seq_length))

model.add(LSTM(50, return_sequences=True))

model.add(LSTM(50))

model.add(Dense(50, activation='relu'))

model.add(Dense(vocab_size, activation='softmax'))

# compile network

model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])

# summarize defined model

model.summary()

plot_model(model, to_file='model.png', show_shapes=True)

return model


100 epochs



the brown fog of the winter at freshened a wrought in one can sometimes dig displayed her breakfast combinations touched by the flat rays red greenwich first the gashouse leia wallala belly on the gashouse leia wallala leialala with wrinkled framed by the brown fog of the winter dawn and windows and the glass hardly aware of this speak have home behind the marble dawn the hours in a hill in a window crept out lil the sled and this only i said children will at you i time if you were i card the hanged pursues in palace the sun beats and the chatter in a got demobbed and the winter are go jerusalem athens alexandria vienna with city bold beating we i came back burning burning down his thou pluckest nor lie nor sit i have weialala leia wallala leialala with copper burned green and orange framed why the brown fog of the winter at mr slippers between two lives boxes famous ends and have testimony of leicester black beating oars the stern nor sit i tiresias eugenides and cried the lowest of the glass unstoppered lurked on upon the room enclosed footsteps shuffled on the stair by the firelight under the winter at took and this jewels will you i time if you give i time if you were i said show you said you that only you that only you i only i said show you said you that only you that only you the eyes



this is the ipcc data


warming to with emissions are projected to reduce emissions in pathways limiting global warming to with no or limited overshoot but limited overshoot but larger emissions in the gistemp and potentially uncertainties and other conditions are realized of confidence poverty eradication investments in the coloured bars depict the significant limited by damage on gas at gmst global warming after global warming of of of pathways that limit global warming to with no or limited overshoot but higher emissions in the preindustrial period to global warming of and of the level of warming of global warming of of of pathways that limit global warming to with no or limited overshoot but higher emissions in the preindustrial period to global warming of and of the level of warming of global warming of of of pathways that limit global warming to with no or limited overshoot but higher emissions in the preindustrial period to global warming of and of the level of warming of global warming of of of pathways that limit global warming to with no or limited overshoot but higher emissions in the preindustrial period to global warming of and of the level of warming of global warming of of of pathways that limit global warming to with no or limited overshoot but higher emissions in the preindustrial period to global warming of and of the level of warming of global warming of of of pathways that limit global warming to with no or limited overshoot but higher emissions in the




ipcc and ts combined


and feedbacks and employment generation would be reduced in panels emission pathways high confidence and the level of a few hundred observed emissions of the global response to the reasons of the scale of sustainable development and adaptation and adaptation and efforts to eradicate poverty through equitable ecosystems and other



lack of tired endeavours



be children hurry up please time if you know if you see if you can pick and choose if you can card the hanged gentile or one o you said you that i do you said you stopped the thunder said after the broken nothing kept the river sweats oil


invitation in april deciding and prepare this special report the broken into is identified a carvèd hour her leer combinations its deutsch and rain turn the waters of leman time hurry or went and the violet crept or puts and this et hurry up please time among the handful of


you stopped the sudden frost

range of the assessment are

o ces voix chantant dans


nothing in the broken nothing

people both exposed to this

minimize the probability of the


is blank is feel free

the blackened plain behind greenwich

system feedbacks in warming of

thirty one you said i said

she lovely woman without his

entering the whirlpool gentile and

and choose if you can

be regions at than and

and and beyond at of

rise enables likely also expected

health and health and it

the risks of climate induced risks

for projected to be concentrations

likely about as likely likely

dolphin swam above the antique

from ear and this et

the street and wrinkled female

required to prevent the assessed

emission pathways in the context

***lurked her strange synthetic perfumes

compared to of the costs

estimates of the assessment is

global warming of compared to

perfumes unguent powdered or confused

words i shall burning so

confidence impacts are frequency and

and pronounced losses beyond

cicada and dry grass

behind leaning time i

compared to of the

time the hours and

water a golden cupidon

and sustaining net higher

*possible shortterm natural variability

*against my ruins why

warming of compared to

of infrastructure reinforcement medium

think is no dying

be higher at compared

gdp is impacts and

of terrestrial freshwater and



generated with the use of texwarap to format- I decided to format the text as it is getting generated so it's more like a poem.


warming of and economies and

instabilities and be triggered

and indigenous peoples and

local communities dependent of

agricultural and indigenous

knowledge the persistence of

climaterelated regions of

natural change at than and

than further than than than at

global warming of compared to

of the consequence of many

marine rise at than the decade

warming warming warming of

compared to of the longterm of

warming warming of compared to

of the longterm peak heavy

assessment of global warming

compared to the time covers

rate of warming warming

warming is generally higher to

some inhabited and based in

several levels on of global

warming of than at at the time

for terrestrial risks and halt

global warming of compared to

of the aggregate range of of

compared to of the longterm of

warming warming of compared to

of the longterm peak heavy

assessment of global warming

compared to the time covers

rate of warming warming

warming is generally higher to

some inhabited and based in

several levels on of global

warming of than at at the time

for terrestrial risks and halt

global warming of compared to

of the aggregate range of of

compared to of the longterm of

warming warming


and mudcracked houses if there

were water and and rock

without rock amongst there is

water and sustainable no water

he special report the rock and

freshened i i was show you

something different you give i

think the taxi shone bright on

change is doors and ear and

this houses and were sullen

flushed and walked among the

lowest and the winter that

cannot say or guess asked said

is now dying and this houses

and come the prolonged hour

unheard the rock among the

mountains cracks and reforms

and bursts and the violet

prison whistled and maternal

lamentation who i carries and

magnus grow which on carious

teeth which cannot spit here

so hair and puts the cricket

drew i o tomorrow know strings

and bats and baby faces and

the turning patience fear the

door and begun and dust frisch

man and automatic weialala

leia wallala leialala and

dusty trees unguent powdered

or me why i all had you time i

said me it i said well you

said i said nothing do you see

nothing do you see nothing do

you said you can never nothing

i do you do i hear the hot

each gaily


reasons for concern rfcs and

rural landscapes and summary

and vulnerabilities resource

madame sosostris social

clairvoyante disease incidence

on warming warming warming

warming warming of compared to

of the fire sermon the tent is

broken the last dead forgot

the cry of cards here have

wings for endless plains

athens alexandria drop his

good night level climate water

water and the deep sea here is

the empty hardly aware on a

hand once relief and the door

it husband got all i have

rattled and tight and tins we

the wheel and meet a sandy

road the vegetation dragging

its slimy belly on the bank

while i knew i said now do you

said i hear the rattle of the

bones and chuckle was

frightened so intelligent

shall i do had i be shall play

the public bar on lower thames

street the pleasant whining of

a mandoline of the little

evening thunder da naked on

the violet spar the prison

upon the lowest of the cannon

street hotel followed and

chuckle was passed the

vegetation dragging its slimy

belly on the bank while i was

fishing of the dull canal of a

winter noon mr eugenides the

smyrna co


stabilizes at at global

warming of and economies

beyond at than the fire sermon

the risks of climate natural

numbers and indicate the risks

for the probability of the

conference of parties of the

period is coastal

acidification the risks of

heatwaves and increased and of

aridity on global warming of

and economies and

instabilities food implies and

between estimated of warming

of compared to of the

consequence of many marine and

regions at than further than

than at global warming of than

at at the time for

climateinduced loss of

midlatitudes level for the

presence of significant

irreversibility for impacts

and monetize decades the

impacts of the probability of

the conference of parties of

the period is water and the

spm presents the key findings

on the special report on the

underlying dead are standards

land which is blank is feel

free i hordes plains stumbling

on rich white who beside

strings and bats and baby

faces of the cannon street

hotel followed and foretold

the sound and this decayed

report in the mountains if the

invitation and waits grass his

bones and i their weht and

endless plains stumbling on

cracked earth ringed the

prison no his last


areas and deltas and the risks

of likely medium confidence

risks in respect to of

moderate to of defined at

global warming of of compared

to of the consequence of heavy

quality of natural change at

than and than and than and

than and than and than and

than and than and than than

extremely global warming

compared to global warming of

compared to of the consequence

of many marine rise at than

the decade warming warming

warming of compared to of the

longterm of warming warming of

compared to of the longterm

peak heavy assessment of

global warming compared to the

time covers rate of warming

warming warming is generally

higher to some inhabited and

based in several levels on of

global warming of than at at

the time for terrestrial risks

and halt global warming of

compared to of the aggregate

range of of compared to of the

longterm of warming warming of

compared to of the longterm

peak heavy assessment of

global warming compared to the

time covers rate of warming

warming warming is generally

higher to some inhabited and

based in several levels on of

global warming of than at at

the time for terrestrial risks

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