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Open CosmologyPhysics & cosmology: four years, plus a graduate year

Where dark matter comes from — freeze-out, hot and cold

In the hot early universe dark matter particles were created and annihilated in equilibrium. As the universe cooled and expanded, annihilations stopped — freeze-out — leaving a fixed relic abundance. Whether the particles were still relativistic then decides between hot dark matter, which erases small structures by free-streaming, and cold dark matter, which builds structure from the bottom up.

You need this first

Full reading path (48 pages)
  1. Vectors (8.01)
  2. Position and velocity in one dimension (8.01)
  3. Acceleration in one dimension (8.01)
  4. Motion in two dimensions and projectiles (8.01)
  5. The homogeneous expanding universe (8.286)
  6. The Doppler effect and special relativity (8.286)
  7. Cosmological redshift (8.286)
  8. Newton's laws of motion (8.01)
  9. The universal law of gravitation (8.01)
  10. Why a static universe cannot work (8.286)
  11. The expanding sphere and the equation for a(t) (8.286)
  12. The Friedmann equation (8.286)
  13. Open, closed and flat universes (8.286)
  14. The closed universe as a cycloid (8.286)
  15. The age of the universe and the Big Bang singularity (8.286)
  16. The age of a closed universe from H and Ω (8.286)
  17. The open universe and the age of any matter universe (8.286)
  18. Non-Euclidean geometry (8.286)
  19. The metric of a sphere and of a closed universe (8.286)
  20. Curvature and expansion — the Robertson–Walker metric (8.286)
  21. The geometry of open universes (8.286)
  22. The spacetime interval (8.286)
  23. The spacetime metric of the universe (8.286)
  24. The geodesic equation (8.286)
  25. Simplifying the geodesic equation (8.286)
  26. Falling into a black hole (8.286)
  27. Mass, energy and the dilution of radiation (8.286)
  28. Matter–radiation equality and the pressure of light (8.286)
  29. The horizon distance (8.286)
  30. The radiation-dominated universe (8.286)
  31. The cosmological constant and vacuum energy (8.286)
  32. The age of the universe with vacuum energy (8.286)
  33. How bright is a distant supernova? (8.286)
  34. The supernova evidence for acceleration (8.286)
  35. The puzzle of the vacuum energy, and Einstein's mistake about Friedmann (8.286)
  36. Black-body radiation (8.286)
  37. Neutrinos and counting particle species (8.286)
  38. The temperature of the early universe and decoupling (8.286)
  39. The horizon problem (8.286)
  40. The flatness problem (8.286)
  41. The Standard Model, gauge theories and grand unification (8.286)
  42. The Higgs field and spontaneous symmetry breaking (8.286)
  43. Topological defects and the magnetic monopole problem (8.286)
  44. The false vacuum and the mechanism of inflation (8.286)
  45. Exponential expansion, de Sitter space and the inflationary scenario (8.286)
  46. How inflation solves the problems of the Big Bang (8.286)
  47. How small ripples grow — linear perturbation theory (8.902)
  48. Why structure formation needs cold dark matter (8.902)
On this page · 6 sections
  1. Equilibrium: as many made as destroyed
  2. The race between annihilation and expansion
  3. The WIMP miracle
  4. Hot and cold dark matter
  5. A timeline of the hot universe
  6. Summary

The structure-formation pages took cold dark matter as given. This page, following the Lecture 19 notes of 8.902, asks where it came from. The answer uses the same idea as 8.286's account of the early universe: since T∝1+zT \propto 1 + z, the universe was once hot enough to make particles of almost any mass. For a particle of mass mxm_x, when kT≳mxc2kT \gtrsim m_xc^2 it is continually created and annihilated in collisions. As the temperature falls the reactions stop — the particles freeze out — and their abundance is fixed from then on. (A handy conversion from the notes: 1 eV/kB=1.16×1041\ \text{eV}/k_B = 1.16 \times 10^4 K, so 1 eV corresponds to about 10410^4 K; p. 105.)

The notes first treat the freeze-out of dark matter, which for the leading candidates happens at temperatures of roughly 10–100 GeV, and then sketch the rest of the thermal history down to today.

Equilibrium: as many made as destroyed#

At early enough times — the notes give kT≈100kT \approx 100 GeV, which is about 101510^{15} K — kT≥mxc2kT \ge m_xc^2 for the leading dark matter candidates. [The notes print "T>1012T > 10^{12} K ≅\cong 100 GeV"; 101210^{12} K is only about 86 MeV, and 100 GeV corresponds to 1.2×10151.2\times10^{15} K.] Once the particles are non-relativistic but still in thermal equilibrium, their number density is set by the temperature alone:

Equilibrium number density (non-relativistic)
neq=g(mkT2πℏ2)3/2e−mc2/kTn_\text{eq} = g\left(\frac{mkT}{2\pi\hbar^2}\right)^{3/2}e^{-mc^2/kT}
In words

n sub eq equals g ( mkT over 2 pi h bar squared ) to the power 3/2 e to the power minus mc squared /kT

where gg counts the internal states (spin). Equilibrium means creation and annihilation balance, for example through

Creation and annihilation
x+xˉ  ⇌  2γx + \bar x \;\rightleftharpoons\; 2\gamma
In words

x plus x bar goes both ways to 2 gamma

The annihilation rate per unit volume is n2⟨σv⟩n^2\langle\sigma v\rangle, with ⟨σv⟩\langle\sigma v\rangle the annihilation cross section times relative speed, averaged over the thermal velocities. In equilibrium the creation rate ψ\psi matches it:

Balance of creation and annihilation
ψ=neq2 ⟨σv⟩\psi = n_\text{eq}^2\,\langle\sigma v\rangle
In words

psi equals n sub eq squared the average of sigma v

[The notes print only the right-hand side, "=neq2⟨σv⟩= n_\text{eq}^2\langle\sigma v\rangle".]

If equilibrium lasted for ever, the Boltzmann factor e−mc2/kTe^{-mc^2/kT} would drive the number to zero once kT≪mc2kT \ll mc^2: no particles left, no relic abundance. What saves them is that the annihilation rate n2⟨σv⟩n^2\langle\sigma v\rangle also falls as the universe expands and dilutes them.

The race between annihilation and expansion#

Without any reactions, the particles are simply diluted, n∝a−3n \propto a^{-3}, so the comoving density ncn_c stays constant:

Dilution without reactions
dncdt=0(nc=n(aa0)3),dndt=−3a˙a n  ⟹  dndt+3Hn=0\frac{dn_c}{dt} = 0 \quad \left(n_c = n\left(\frac{a}{a_0}\right)^{3}\right), \qquad \frac{dn}{dt} = -3\frac{\dot a}{a}\,n \;\Longrightarrow\; \frac{dn}{dt} + 3Hn = 0
In words

dn sub c over dt equals 0 (n sub c equals n ( a over a sub 0 ) cubed ), dn over dt equals minus 3 a dot over a n which gives dn over dt plus 3Hn equals 0

[The notes print the exponent as −3-3; with n∝a−3n \propto a^{-3}, the comoving density is n(a/a0)+3n(a/a_0)^{+3}.] With reactions, annihilations remove particles and creation replaces them, pushing ncn_c towards its equilibrium value:

Abundance equation with reactions
dncdt=−⟨σv⟩(nc2−nc,eq2)\frac{dn_c}{dt} = -\langle\sigma v\rangle\left(n_c^2 - n_{c,\text{eq}}^2\right)
In words

dn sub c over dt equals minus the average of sigma v (n sub c squared minus n sub c, eq squared )

[As written, this suppresses a factor (a0/a)3(a_0/a)^3 on the right, which turns comoving densities back into physical ones in the collision rate. It is this factor that makes the nc,eqn_{c,\text{eq}} in the prefactor of eq. (471) the physical neqn_\text{eq} used in τcoll\tau_\text{coll} below, so read it as included.] Changing the variable from tt to aa with a˙=aH\dot a = aH:

Rewritten in terms of the scale factor
anc,eqdncda=−⟨σv⟩ nc,eqH[(ncnc,eq)2−1]\frac{a}{n_{c,\text{eq}}}\frac{dn_c}{da} = -\frac{\langle\sigma v\rangle\,n_{c,\text{eq}}}{H}\left[\left(\frac{n_c}{n_{c,\text{eq}}}\right)^2 - 1\right]
In words

a over n sub c, eq dn sub c over da equals minus the average of sigma v n sub c, eq over H [ ( n sub c over n sub c, eq ) squared minus 1 ]

The prefactor is a ratio of two time scales: the expansion time τH=1/H\tau_H = 1/H and the mean time between annihilations, τcoll=1/(neq⟨σv⟩)\tau_\text{coll} = 1/(n_\text{eq}\langle\sigma v\rangle):

Freeze-out equation
anc,eqdncda=−τHτcoll[(ncnc,eq)2−1]\frac{a}{n_{c,\text{eq}}}\frac{dn_c}{da} = -\frac{\tau_H}{\tau_\text{coll}}\left[\left(\frac{n_c}{n_{c,\text{eq}}}\right)^2 - 1\right]
In words

a over n sub c, eq dn sub c over da equals minus tau sub H over tau sub coll [ ( n sub c over n sub c, eq ) squared minus 1 ]

This gives two regimes:

  • Early times, τcoll≪τH\tau_\text{coll} \ll \tau_H: the huge prefactor forces the bracket to zero, so nc≈nc,eqn_c \approx n_{c,\text{eq}}. Reactions are fast; the particles track equilibrium.
  • Late times, τcoll≫τH\tau_\text{coll} \gg \tau_H: the right-hand side vanishes, so nc≈n_c \approx constant ≈nc,eq(zfreeze)\approx n_{c,\text{eq}}(z_\text{freeze}). Particles no longer find each other.

The switch happens at the redshift zfreezez_\text{freeze} where τcoll∼τH\tau_\text{coll} \sim \tau_H. From then on the comoving number is frozen: that is the relic abundance.

Computed from the equilibrium density, with comoving density ∝ n/T³ ∝ x^(3/2) e^(−x), in the sudden freeze-out approximation (this page's own, not the notes'). In the radiation era τ_H/τ_coll = A x^(1/2) e^(−x), with A proportional to ⟨σv⟩ and the particle mass; freeze-out is where this ratio is 1, approximately x_f ≈ ln A + ½ ln(ln A). A larger cross section (slider) keeps the particles in equilibrium longer, so they freeze out later and leave fewer relics: the frozen level is x_f/A, inversely proportional to ⟨σv⟩ apart from the slowly changing x_f.

The WIMP miracle#

Running the argument backwards: the observed amount of dark matter fixes ⟨σv⟩\langle\sigma v\rangle (the relic abundance depends on the mass only weakly, through xfx_f). The notes point out that the mass and cross section this suggests land at the electroweak scale — a particle of order 100 GeV with a weak-interaction-sized cross section, freezing out at a temperature some 20–30 times below its mass — exactly what particle physicists had proposed for other reasons as WIMPs (weakly interacting massive particles). This coincidence is called the WIMP miracle. The notes add a sober caveat: so far, nothing has been detected.

Hot and cold dark matter#

Were the particles still moving at nearly the speed of light when they froze out? A particle becomes non-relativistic roughly when

Becoming non-relativistic
3kT(tnr)≈mc23kT(t_\text{nr}) \approx mc^2
In words

3kT(t sub nr ) is approximately mc squared

which splits relics into two kinds:

  • tnr>tfreezet_\text{nr} > t_\text{freeze} — still relativistic at freeze-out: a hot relic, hot dark matter (light neutrinos are the classic example).
  • tnr<tfreezet_\text{nr} < t_\text{freeze} — already slow at freeze-out: a cold relic, cold dark matter (WIMPs, which freeze out at xf≈20x_f \approx 20–3030, are cold).

Hot dark matter: free-streaming

Fast particles don't stay inside small overdensities — they stream straight out of them. By analogy with the Jeans length, with the particle speed vv in place of the sound speed, the scale below which this smooths out perturbations is the free-streaming length

Free-streaming length
λ=vπGρ\lambda = v\sqrt{\frac{\pi}{G\rho}}
In words

lambda equals v the square root of pi over G rho

While v≈cv \approx c, every scale smaller than the horizon is wiped out. The particles do slow down, because their peculiar momentum redshifts with the expansion:

Peculiar velocity decays
vpec=v−Hd  ⟹  v∝a−1v_\text{pec} = v - Hd \;\Longrightarrow\; v \propto a^{-1}
In words

v sub pec equals v minus Hd which gives v is proportional to a to the power minus 1

(dd the distance), and free-streaming effectively ends once they become non-relativistic, mc2∼3kTmc^2 \sim 3kT. The scale erased is roughly the (comoving) horizon at that time:

Time and scale of the non-relativistic transition
t∼2×1012 s(mc22 eV)−2,lh∼c th (1+zh)∼60 Mpc(mc23 eV)−1t \sim 2\times10^{12}\,\text{s}\left(\frac{mc^2}{2\ \text{eV}}\right)^{-2}, \qquad l_h \sim c\,t_h\,(1 + z_h) \sim 60\ \text{Mpc}\left(\frac{mc^2}{3\ \text{eV}}\right)^{-1}
In words

t is of order 2 times 10 to the power 12 s ( mc squared over 2 eV ) to the power minus 2 , l sub h is of order c t sub h (1 plus z sub h ) is of order 60 Mpc ( mc squared over 3 eV ) to the power minus 1

[The notes print the normalising masses as 2 keV and 3 keV and write lh∼cthl_h \sim ct_h. Recomputing in the radiation era — t∝T−2∝m−2t \propto T^{-2} \propto m^{-2} and comoving horizon ∝t(1+z)∝m−1\propto t(1 + z) \propto m^{-1} — the quoted numbers fit masses in eV and the comoving length cth(1+zh)ct_h(1 + z_h): a 2 eV particle turns non-relativistic at t≈3×1012t \approx 3\times10^{12} s, and for 3 eV, ct(1+z)≈55ct(1 + z) \approx 55 Mpc. For keV masses the times are a million times shorter and the lengths a thousand times smaller. The worked example below uses the full comoving horizon 2ct(1+z)2ct(1 + z), twice the notes' ct(1+z)ct(1+z); at this level of estimate the factor 2 doesn't matter.]

So hot dark matter erases all structure below lhl_h. For eV-mass particles that is around a hundred megaparsecs — the scale of superclusters.

Worked example

Free-streaming scales for three kinds of particle

Estimate when each particle becomes non-relativistic (kT=mc2/3kT = mc^2/3) and the comoving horizon 2ct(1+z)2ct(1 + z) then, using the radiation-era relation t=1/2Ht = 1/2H with photons and three neutrino species (g∗=3.36g_* = 3.36), and 1+z=T/2.72551 + z = T/2.7255 K: (a) a 2 eV neutrino-like particle; (b) a 3 keV "warm" particle; (c) a 100 GeV WIMP.

(a) 2 eV — hot

kT=0.67kT = 0.67 eV, T=7.7×103T = 7.7\times10^3 K, t≈3.0×1012t \approx 3.0\times10^{12} s (about 0.1 Myr), 1+z≈28001 + z \approx 2800. Comoving horizon ≈160\approx 160 Mpc. Everything smaller than superclusters is smoothed away. (At T∼1T \sim 1 eV the universe is close to matter–radiation equality, so the radiation-era formula is only approximate.)

(b) 3 keV — warm

kT=1kT = 1 keV, t≈1.3×106t \approx 1.3\times10^6 s (about two weeks), 1+z≈4×1061 + z \approx 4\times10^6. Comoving horizon ≈0.1\approx 0.1 Mpc: only the smallest dwarf-galaxy scales are affected. Such "warm dark matter" is a real alternative still being tested.

(c) 100 GeV WIMP — cold

It becomes non-relativistic at kT∼30kT \sim 30 GeV, before it even freezes out (at kT≈m/25≈4kT \approx m/25 \approx 4 GeV). Its free-streaming scale is tiny: the smallest halos it allows have a cutoff mass of order an Earth mass (a standard estimate, not from the notes), irrelevant for galaxies.

Cold dark matter: bottom-up

Cold dark matter is already slow at freeze-out, so its free-streaming scale is very small and perturbations survive on almost all scales. In the power spectrum, hot dark matter cuts off P(k)P(k) sharply beyond the free-streaming wavenumber, while cold dark matter keeps the gentle k−3k^{-3} fall-off of the transfer function.

A schematic computed from the transfer-function form of the power-spectrum page, P = A k T² with T = 1/(1 + (kL₀)²), multiplied for hot dark matter by an illustrative free-streaming factor exp(−(k/k_fs)²) (not from the notes). Hot dark matter removes all power on scales smaller than its free-streaming length.

The two give opposite orders of events:

  • With hot dark matter only very large structures can collapse first; they would then have to fragment into galaxies — top-down formation.
  • With cold dark matter small halos form first and merge into larger ones, which keep the smaller ones inside as subhalos — bottom-up (hierarchical) formation, as on the Press–Schechter page.

Observations not discussed in these notes — the clustering of galaxies, the Lyman-α forest (8.902 Lecture 21), the ages of galaxies — favour bottom-up, which is why the standard model uses cold dark matter.

A timeline of the hot universe#

The notes close the section with a brief history in temperature and time; here it is in summary, from the earliest moments to today:

  • 101910^{19} GeV, 10−4310^{-43} s — the Planck era, where quantum gravity would be needed. [10−4310^{-43} s is the Planck time itself; the radiation-era relation, counting g∗≈100g_* \approx 100 particle species at such temperatures, would put 101910^{19} GeV at about 10−4510^{-45} s. At this point both are only indicative.]
  • 101610^{16} GeV, 10−3810^{-38} s — a possible grand-unified (GUT) phase transition; before it, strong and electroweak forces would be indistinguishable (8.286's monopole and inflation lectures).
  • 101210^{12} GeV, 10−3010^{-30} s — a Peccei–Quinn transition, if that mechanism solves the strong CP problem (it would also produce axions, another dark matter candidate).
  • 10s–100s GeV, 10−810^{-8} s — WIMPs freeze out. [With g∗≈100g_* \approx 100 species at these temperatures (the worked example's 3.36 applies only after electron–positron annihilation, below about 0.1 MeV), 10–100 GeV correspond to about 10−910^{-9}–10−1110^{-11} s; 10−810^{-8} s fits kT≈4kT \approx 4 GeV, where a 100 GeV WIMP actually freezes out.]
  • 100–300 MeV, 10−510^{-5} s — quark–hadron transition: quarks and gluons are bound into protons and neutrons.
  • 10 MeV–0.1 MeV, seconds to minutes — Big Bang nucleosynthesis: deuterium, helium-3, helium-4 and lithium-7 form (the next lecture).
  • ~keV, ~1 day — photon-number-changing processes stop; from then on the number of photons is conserved, preserving the blackbody spectrum. [By the radiation-era relation of the worked example, 1 keV is reached after about two weeks; one day corresponds to kT≈4kT \approx 4 keV.]
  • ~3 eV, 10410^4–10510^5 yr — matter–radiation equality; before it radiation dominates the energy density. [With today's parameters equality is at 1+z≈34001 + z \approx 3400, i.e. T≈9000T \approx 9000 K, kT≈0.8kT \approx 0.8 eV, some 55–7×1047\times10^4 years — 8.286's matter–radiation equality page estimates 68 000–75 000 years and quotes 47 000 years from a fuller calculation.]
  • ~eV, ~400 000 yr — electrons and protons combine into hydrogen; the CMB is released. [More precisely kT≈0.26kT \approx 0.26 eV (T≈3000T \approx 3000 K) at about 380 000 years; recombination happens well below 1 eV because photons vastly outnumber baryons.]
  • 10−310^{-3} eV, 10910^9 yr — first stars and galaxies.
  • 10−410^{-4} eV, 101010^{10} yr — today (T=2.7T = 2.7 K, kT=2.3×10−4kT = 2.3\times10^{-4} eV).

Summary#

  • In the hot early universe particles with mc2≲kTmc^2 \lesssim kT are created and annihilated in equilibrium, with neq=g(mkT/2πℏ2)3/2e−mc2/kTn_\text{eq} = g(mkT/2\pi\hbar^2)^{3/2}e^{-mc^2/kT} once non-relativistic.
  • Annihilation competes with expansion: the ratio τH/τcoll\tau_H/\tau_\text{coll} decides. When τcoll∼τH\tau_\text{coll} \sim \tau_H the particles freeze out and their comoving density is fixed — the relic abundance, lower for larger ⟨σv⟩\langle\sigma v\rangle.
  • The observed dark matter density points to weak-scale masses and cross sections: the WIMP miracle. No WIMP has been detected.
  • Hot relics (still relativistic at freeze-out) free-stream and erase structure below lh∝m−1l_h \propto m^{-1} (~100 Mpc for eV masses), giving top-down formation; cold relics allow bottom-up, hierarchical growth, which observations support.

Symbols on this page

Show the 34 symbols used here
γ\gamma gamma
A photon; 2γ means two photons. Say it: “gamma”.
λ\lambda lambda
The free-streaming length. Say it: “lambda”.
π\pi pi
The ratio of a circle's circumference to its diameter, π ≈ 3.14159. Say it: “pi”.
ρ\rho rho
Density: mass (or energy divided by c²) per unit volume. ρ_c is the critical density, ρ̄ the mean density. Say it: “rho”.
σ\sigma sigma
The annihilation cross section; ⟨σv⟩ is its thermal average times speed. Say it: “sigma”.
τ\tau tau
A time scale, e.g. τ_H for expansion and τ_coll between collisions. Say it: “tau” (sounds like “rhymes with cow”).
ψ\psi psi
The rate at which particles are created, per unit volume. Say it: “psi” (sounds like “sigh”).
ℏ\hbar h-bar
The reduced Planck constant, ħ = h/2π ≈ 1.055 × 10⁻³⁴ J·s. Say it: “h bar”.
≈\approx approximately equal
Is approximately equal to. Say it: “is approximately”.
≅\cong congruent
Is approximately equal to (written ≅ in the source). Say it: “is approximately”.
∼\sim tilde (similar)
Is of the order of: roughly equal, to within a factor of a few. Say it: “is of order”.
∝\propto proportional to
Is proportional to: doubling one doubles the other. Say it: “is proportional to”.
≪\ll much less than
Is much less than. Say it: “is much less than”.
≫\gg much greater than
Is much greater than. Say it: “is much greater than”.
≲\lesssim less than about
Is less than, or roughly equal to. Say it: “is less than about”.
≳\gtrsim greater than about
Is greater than, or roughly equal to. Say it: “is greater than about”.
≥\ge greater than or equal
Is greater than or equal to. Say it: “is greater than or equal to”.
⇒\Rightarrow implies
Implies: what follows is a consequence of what came before. Say it: “which gives”.
⇌\rightleftharpoons equilibrium arrows
A reaction that runs in both directions (equilibrium). Say it: “goes both ways to”.
×\times times
Times (multiplication). Between two vectors: the cross product. Say it: “times”.
⟨\langle angle brackets
The average (mean value) of what is inside, ⟨…⟩. Say it: “the average of”.
log⁡\log logarithm
Logarithm; log₁₀ is the base-10 logarithm. Say it: “log”.
a˙\dot a dot
Rate of change with time: ȧ = da/dt. Say it: “dot”.
ρˉ\bar\rho bar
An antiparticle (ν̄, x̄). Say it: “bar”.
aa a
The scale factor a(t): how much the universe has expanded (a = 1 today, 1/(1 + z) in the past). Say it: “a”.
HH H
The Hubble parameter H = ȧ/a: the expansion rate of the universe at a given time. Say it: “H”.
zz z
Redshift: 1 + z = a(observed)/a(emitted), how much the universe has stretched since the light left. Say it: “z”.
GG G
Newton's gravitational constant, G ≈ 6.674 × 10⁻¹¹ m³ kg⁻¹ s⁻². Say it: “G”.
cc c
The speed of light, c ≈ 2.998 × 10⁸ m/s. Say it: “c”.
kk k
Boltzmann's constant in kT; in P(k), the wavenumber. Say it: “k”.
TT T
Temperature, in kelvin. Say it: “T”.
τH\tau_{H} Hubble time
The expansion time scale, 1/H. Say it: “tau H”.
τcoll\tau_{\text{coll}} collision time
The mean time between annihilations, 1/(n_eq⟨σv⟩). Say it: “tau collision”.
neqn_{\text{eq}} equilibrium density
The number density in thermal equilibrium (n_c,eq: the same, comoving). Say it: “n equilibrium”.

Tap or click a symbol in a formula to see the same explanation. All symbols: symbols and notation.

Check your understanding

  1. What is 'freeze-out'?
  2. In the freeze-out picture, what does a larger annihilation cross section ⟨σv⟩\langle\sigma v\rangle do to the relic abundance?
  3. What distinguishes hot from cold dark matter?
  4. Why does hot dark matter lead to top-down structure formation?
0 of 4 answered

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